{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "607ad8d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import paddle\n",
    "import pandas as pd\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b96e950",
   "metadata": {},
   "source": [
    "## Climate Forecasting\n",
    "- Dataset: Jena Climate dataset recorded by the Max Planck Institute for Biogeochemistry.\n",
    "- Contents: 14 features such as temperature, pressure, humidity etc, recorded once per 10 minutes.\n",
    "\n",
    "**Details:**\n",
    "1. Location: Weather Station, Max Planck Institute for Biogeochemistry in Jena, Germany\n",
    "2. Time-frame: Jan 10, 2009 - December 31, 2016\n",
    "\n",
    "![屏幕快照 2022-02-26 下午8.54.27.png](https://s2.loli.net/2022/02/26/2CYofr9iy6sAZVh.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0f77a424",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/jena_climate_2009_2016.csv.zip\n",
      "13574144/13568290 [==============================] - 9s 1us/step\n"
     ]
    }
   ],
   "source": [
    "from zipfile import ZipFile\n",
    "import os\n",
    "\n",
    "uri = \"https://storage.googleapis.com/tensorflow/tf-keras-datasets/jena_climate_2009_2016.csv.zip\"\n",
    "zip_path = keras.utils.get_file(origin=uri, fname=\"jena_climate_2009_2016.csv.zip\")\n",
    "zip_file = ZipFile(zip_path)\n",
    "zip_file.extractall()\n",
    "csv_path = \"jena_climate_2009_2016.csv\"\n",
    "\n",
    "df = pd.read_csv(csv_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fbdd3c5",
   "metadata": {},
   "source": [
    "## Data Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cc15307f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJ8AAAY4CAYAAAAwC2wOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAxOAAAMTgF/d4wjAAEAAElEQVR4nOydd3gUVReHf5sGhFADJEiAAKEHCITee68qoBQFVIogCkhVURHsAiofgoigIFWkd5AO0nsNJYTQCQESSM/9/riZ3dnZ2T67s5Oc93n2mXbnzpm9U+49c4qOMcZAEARBEARBEARBEARBEC7AS20BCIIgCIIgCIIgCIIgiOwLKZ8IgiAIgiAIgiAIgiAIl0HKJ4IgCIIgCIIgCIIgCMJlkPKJIAiCIAiCIAiCIAiCcBmkfCIIgiAIgiAIgiAIgiBcBimfCIIgCIIgCIIgCIIgCJdByieCIAiCIAiCIAiCIAjCZZDyiSAIwgmePHmC0NBQ3Lp1y+E6oqOjodPpcPXqVQUl43Tp0gULFy5UvF6CIAiCIAi1sKX/9fHHH6N58+buEyqL9957D5999pnbj0sQng4pnwgih9G8eXP4+fkhICAA+fPnR3h4OObPn6+2WJplypQp6N69O0qWLKm2KLJMnToV48ePR1JSktqiEARBEIRHEBAQoP/5+fnB29vbaN2+ffvUFlExmjdvjo8//lhtMWTZt2+f0f/u7e2t76MKP3Oo2f9at24dWrVqhUKFCqFAgQKoVKkSxowZg7t37wIAPvnkE8ycORO3b992u2wE4cmQ8okgciDjxo1DYmIi4uPjMWHCBLz99tvYvXu3bNm0tDT3CmcBxhjS09PVFkPPs2fPMG/ePAwePFhtUUxITU0FANSoUQOlS5fG4sWLVZaIIAiCIDyDxMRE/W/cuHFo0qSJ0bomTZqoLaJVhPe8u3BFf1D6vzdo0ACTJk0yWieHmv2vr7/+Gv369cMrr7yCy5cv4+nTp9i2bRvy5s2LPXv2AACKFSuGtm3bYvbs2W6XjyA8GVI+EUQOxtvbG/369UNgYCCOHz8OANDpdJgxYwYaNmyIvHnzYtWqVcjIyMAPP/yAypUro0CBAoiMjMTOnTv19Zw+fRrNmjVDwYIFUahQIURGRuLy5csAgF27dqF27dooUKAAAgMD0ahRI8THxwOQ/xoXGhqK3377DYDBHW3+/PmoUaMG/P39cezYMSQnJ2PSpEkoV64cChUqhKZNm+LkyZNO/Re7d++GTqfDX3/9hbJly6JgwYLo0aMHHjx4YHafbdu2oWDBgqhSpYpJPcuXL0eFChXg7++PLl264MmTJ/jkk09QvHhxFClSBJ9++qlJfbt27UKVKlWQP39+tGrVCteuXdNvW7lyJSIjI1GoUCEUKVIEXbt2xY0bN/TbFy5ciJCQEPzvf/9DaGgoAgMD9dvat2+Pf/75x6n/hyAIgiByAtb6GJ999hkaN26MyZMno3jx4sifPz/GjRuH+Ph49O7dGwUKFEBoaCjWrl2r30d4R//4448ICQlBYGAgBg0aZKRcefLkCYYNG4bSpUsjMDAQHTt2xPXr1/XbBwwYgF69emHYsGEoWrQounXrBgAYPHgwQkNDERAQgDJlyuDTTz9FZmYmAGDo0KHYt28fvv32WyNLIuEcxAwYMAD9+vXTL4eGhuLTTz9F+/btkS9fPvzwww8AgD///BM1atRAgQIFULVqVSxbtkypv95m5PpfALBo0SKUL18e+fLlw8svv4wnT54YbbfWtmlpaRgzZgyCg4NRtGhRTJw4EY0bN9a70MXExOCTTz7BjBkz8O6776JYsWIAgFKlSmHKlCl47bXX9HVR34sgTCHlE0HkYNLT07Fo0SI8fvwYderU0a+fO3cufvvtNyQmJqJbt2744osvsGjRIqxZswbx8fH4+OOP0bVrV71y5N1330WrVq3w6NEjPHz4EPPnz0fBggUBAP369cPw4cPx5MkT3L17F99//z38/PzskvP333/Hhg0bkJiYiJo1a2Lo0KE4cuQI9uzZg4cPH6JXr15o166dSSfDEZYuXYpjx47hxo0bSE1NNeqISTl27BjCw8Nlt23cuBHHjx9HdHQ0Ll++jHr16iEoKAi3bt3Chg0bMG3aNBw6dMhon3nz5mHr1q24d+8eypQpgy5duugtvfLly4fff/8djx49wqVLl8AYQ58+fYz2v3fvHk6fPo1z587h/v37+vXVq1fH0aNHHf1LCIIgCCLHYEsf4/DhwwgMDERMTAx27tyJGTNmoE2bNhgxYgTi4+MxcuRIDBw4EC9evNDvc+/ePZw6dQqXL1/GmTNncPbsWYwaNQoAt+zu0aMHnj17hpMnT+LOnTuoVq0aOnfubGRxtHr1atSpUwd37tzBqlWrAAB169bF4cOHkZCQgKVLl2LWrFmYN28eAGDOnDlo0qSJ3uLdnCWROebOnYtPP/0Uz549w8iRI7Fw4UJ8/PHHmD9/PuLj4zF37lwMHjwY+/fvd/Tvdgi5/tfBgwcxaNAgTJ8+HfHx8Rg4cKBJWAlrbfvVV19hzZo12LNnD2JjY5ErVy4cPnxYv//WrVuRmZlpsW8oUL16dVy6dMnu/5wgsjOkfCKIHMj333+PggULIjg4GDNnzsSCBQvQtGlT/fZRo0ahSpUq0Ol0yJMnD2bMmIFvvvkGFStWhJeXF3r06IGGDRti6dKlAAA/Pz/ExMTg5s2b8PHxQUREBIKCgvTbrl27hjt37sDPzw8NGjRA3rx57ZJ38uTJKFmyJLy9vZGYmIg//vgD//vf/xASEgIfHx+MGDECBQoUwIYNG5z+b7766isULlwYhQoVwvfff4/t27ebDWb5+PFjFChQQHbbtGnTkC9fPhQrVgydOnUCAIwYMQI+Pj6oX78+KleujCNHjhjt88knn6BkyZLw9/fHjBkzcOXKFb2Cqn379qhRowa8vb1RpEgRTJkyBf/99x8SEhKM6pg5cyYCAgLg7++vX1egQAG9tRlBEARBEPLExcXZ1McoVaoU3n//ffj6+qJOnToIDw9HZGQkmjRpAi8vL7z55puIj49HVFSUfh/GGGbOnIm8efOiRIkSmDJlCv744w9kZGTg5MmTOHDgAObOnYvChQsjV65c+PLLL3Hjxg0j5Uft2rUxaNAg+Pr66t/zb7/9NoKCgqDT6VC/fn3069cP27ZtU+T/GDhwIBo0aACdTgd/f39Mnz4dH330EWrXrg0vLy80btwYvXv3dntiE7n+14IFC9C1a1d06dIFPj4+6NKlCzp27Kjfbkvb/vnnnxgzZgwqVqyIXLly4ZNPPkHhwoX1dTx48ABFihRBrly5rMooyPf48WMlTpkgsgWkfCKIHMiHH36IJ0+e4NGjRzh+/DjefPNNo+1lypTRz9+/fx/Pnj1Dz549UbBgQf3v4MGD+kCKCxcuhE6nQ8uWLRESEoIPPvhA/6Vn3bp1uH79OiIjIxEWFoZPP/3U7rhNYnmEjHD16tUzkuf27duIjY2V3b9q1ap6c/OhQ4fafCxh3pzyqXDhwnj69KnstuLFi+vn8+bNa7QsrJMqjsTHzpcvH4oUKaI/9p49e9CqVSu9iX+zZs0AwMgtsFixYkZKJ4GnT5+iUKFCsnISBEEQBMGxtY8h906XvvcBGL3nheDUAmXKlEFaWhru37+PqKgopKenIyQkRH9MwX1e3AcR9xMArtCaNm0aqlatikKFCqFgwYKYO3euxZAB9iA9XlRUFMaMGWP03yxduhR37tyR3X/o0KH6/lfVqlUVkQmQ73/FxsaayGtv//H27dsoXbq0fh9vb2+jgObFihXDo0ePkJKSYlVGQT6x8oogcjo+agtAEITn4eVl0EsXLFgQuXPnxoYNG4yso8SULl1ab+J99epVdOvWDXnz5sW0adNQrVo1LFmyBABw6tQptGvXDiEhIXjnnXeQL18+PH/+XF9Penq6bIdJLE9wcDAA4MyZMyhVqpRN53P+/HmbygE8zpRgyh0dHQ0ACAkJkS0bGRmpPzclEB87MTERjx49QkhICFJTU9G5c2dMnjwZa9asQb58+XDy5EnUqlULjDH9/uL/SczZs2dRu3ZtxeQkCIIgiOyII30MW4mPj8fTp0/1Cqjo6Gj4+voiKCgIwcHB8PPzw8OHD+Hr62u2Dul7ftmyZZg5cya2bNmCiIgIeHt74/3339fH8ZTbB4BJ/wsA7ty5o49hZG7f4OBgfP7553jjjTdsOuc5c+Zgzpw5NpW1B7n+V0hIiL7fJiBetqVtS5QogZs3b+qXMzMzjZSO7dq1g5eXF/766y8MGjTIooxnz55FxYoVLWbsI4icBlk+EQRhkVy5cmHo0KEYN24cLl68CMYYkpKSsHfvXly5cgUAt3yKjY0FYwz58+eHj48PfHx8kJqaigULFuDhw4cAuAmyt7c3fHy43rt27dpYt24d7ty5g6SkJEyYMMFqNpXSpUuje/fuGD58uL6DkJCQgM2bN+tT3DrDpEmT8PjxYzx58gRjx45Fy5YtzXZS2rZti8ePH+PixYtOHxcApk6ditjYWLx48QJjxoxBWFgYGjZsiNTUVCQlJaFQoULIly8f7ty5Y1fa5C1btqBHjx6KyEgQBEEQ2RVX9jF0Oh3GjBmD58+f486dO/j000/Rv39/eHt7o3HjxggPD8ewYcP0H+Hi4+OxatUqo7hRUp4+fQofHx8UK1YMOp0Ou3btMsluGxwcrO+vCdSuXRtnz57F/v37kZGRgZUrV2Lv3r1Wz+GDDz7AF198gaNHjyIzMxMpKSk4evSokbLLHcj1v958802sW7cOGzduREZGBjZu3IhNmzbpt9vStv3799eHPUhNTcXUqVMRFxenr0MILD5q1CjMnTsXjx49AsAtpj7//HOj4OvU9yIIU0j5RBCEVb7//nu8/vrrete70NBQfPXVV3pF0a5du1C3bl0EBASgRo0aaNCgAcaPHw8A+Pvvv1G1alXkzZsXzZo1w4ABA/RufqNGjUJkZCQqV66MihUrIiwsDCVKlLAqz5IlSxAZGYk2bdogX758qFixIubNm2dkBeQovXv3Ru3atVG6dGn91y1zFChQAG+//Tbmzp3r9HEB4K233kKbNm0QFBSEK1euYP369fDx8UFAQAB+++03TJ06FQEBAejQoQN69uxpU51nzpzBjRs30L9/f0VkJAiCIIjsjKv6GMHBwahWrRoqVKiA8PBwVK5cGTNnzgTA3bu2b98Of39/1KtXD/ny5UONGjWwevVq6HQ6s3UOGDAArVq1QrVq1VCkSBHMmTPHJBj2mDFjcPnyZb1bHgA0a9YMkyZNwssvv4yiRYti9+7deOWVV6yew/vvv4/PPvsMQ4cOReHChVGiRAmMHTvWxIrK1cj1vxo3boxff/0V77//PgoWLIj58+ebWCdZa9uJEyeiU6dOaNKkCUqUKIGkpCTUrFkTuXPn1tcxceJE/Pnnn1i+fDnKlSuHAgUKoFWrVkhMTETz5s0BAA8fPsTWrVsxfPhw1/8ZBKEhdEyJ0RpBEITG2b17N1q0aIG0tDS9ZZYtxMfHIyIiAvv27VPcRF8Junbtih49emDgwIFqi0IQBEEQORIhS5y52JSE/bij/5Weno7ixYvjp59+wuuvv27zfiNHjkShQoXw+eefu0QugtAqFPOJIAjCCQoVKmQUH8DTWLdundoiEARBEARBKIor+l8JCQnYvXs32rVrh9TUVHz66afIzMxEhw4d7Krnp59+UlQugsgukNsdQRAEQRAEQRAEkaPJzMzEF198gSJFiqBEiRI4cuQINm3apHdXJAjCOcjtjiAIgiAIIpuzYMECDBo0CKtXr0b37t3x4MEDvPHGG7h27Rpy5cqF2bNnm81oShAEQRAE4Sxk+UQQBEEQBJGNiY6Oxrx581C/fn39ugkTJqB+/fqIiorCggUL0KdPH6vZRgmCIAiCIByFlE8EQRAEQRDZlMzMTLz99tv4+eefkStXLv36FStWYOjQoQCAOnXq4KWXXsKePXvUEpMgCIIgiGwOKZ8IgiAIgiCyKdOnT0ejRo0QGRmpXxcXF4e0tDQEBwfr14WGhiImJkYNEQmCIAiCyAHkuGx3uXLlQtGiRdUWgyAIgiAIN/Pw4UOkpKSoLYbbOHfuHFatWoW9e/c6XMf06dMxffp0/fK9e/eMlFYEQRAEQeQMnO1H5TjlU9GiRREbG6u2GARBEARBuJmQkBC1RXAr+/btQ3R0NMqXLw+AK44GDx6Mzz//HD4+PkaKpOjoaJQqVcqkjtGjR2P06NH65ZCQEOpHEQRBEEQOxNl+FLndEQRBEARBZEOGDRuGu3fvIjo6GtHR0ahfvz5+/fVXDBs2DD179sScOXMAAEePHsXt27fRrFkzlSUmCIIgCCK7kuMsnwiCIAiCIHI633zzDfr374/y5cvDz88Pixcvhq+vr9piEQRBEASRTSHlE0EQBEEQqjNvHjB4MPDiBZAnj9rSZE92796tnw8KCsK2bdvUE4YgCILImZyaCDw5BzRfr7YkhJshtzuCIAgiW/LsGXD4sNpSELYyeDCfvv++unIQBEEQBOFCLnwN3NkAZCQb1rFM4OklgDH15CJcDimfCIIwy7NnQHKy9XIE4Ym0awfUrw9cv662JIQ93L2rtgQEQRAahzHg8XEgM01tSQjCPOLr89wXwMbKQOxq9eQhXA4pnwin+eADYNEitaXwDOLigDNn1JZCOQoUAEqUUFsKgnCM//7jU1JmaIsLF9SWgCAIQuPsfxXYUhtY5qe2JMpzewNwgwYe2Y7bG/j00X/qykG4FFI+EU7z44/AG2+oLYVnUKECUKMGkJGhtiTOk5jIp48fqysHQTiLTqe2BPZz9Srwww850/q8QgW1JSCIbEpqPHByPJASp7YkhKu59Y/aEriOPV2AQzTwyH4IHR4NdtoImyHlE+EUOXFgZAlBUZMdlE/58pmuS08HLl1yvywE4Qyeonw6cwZISrKtbN26wIcfAgcPWi+bkaFt666YGOPnTceO6slCENmaM5OBi98Cp8arLQlBWCd6CRCz0vz2a7+7TxbCNcSuBc5/yecfH89amamaOIoSNQe4v9t6ueglwJ2tLhfHUyDlE+EUaeRKjuRkYOhQY6VMfLx68thLYqLtSsQxY4DKlbmb5bx5rpWLsI+cei/GxACZVvop5pRPjx8Dz58rL5O5Y9WoAdSubVt54Rny5In1sv37Ay+9BERHOyqdupQubbC0BICAAPVkIYhsjWDxdG0+V0QRhCdzsC+wv5f57Yffcp8sriJqDpAoE5iSMeB5jPvlcTeH+gOnPzJe92Afn8af4coprXJ0GLCzhfVyB/sCu9vzgOs5AFI+EU6Rmqq2BOpTogQwdy7QpYth3c2b6smzbBmwY4fxup9/Bu7dMy17/Tq3OPj0U9vq/ifLivuNN3hmqhMnnJOVcJ7kZOCXXwA/P8csfOLi+PWhReXVvn1ccfHRR5bLMcb/G+n/ExjIf+5AUCLZG8/IlnZZupRPo6L4dP16fq67d9t3LHdw9y7PQJiaCnz8MfDokWkZLV6LRDaFMSBJ5uWpVW4uNcyf+0I9OdQm4ZphgEsQahF/hisotsh8lTozGVhbGri30/1yqU3cYf7c3VwD2NtdbWkc4/kt+/dJvKG8HB4IKZ8Ip8jpyqfbtw2udmILhSJFVBEHAPD660CbNoblP/8ERo4Eihc3LXv6NJ9+YWMf1E8StzIy0jEZCeUYNw54913H9y9ShF8fv2vQen3aND5dvtxyOTkFh0BKinLyWMJWdzspclaJKSnA99+b1imU7dqVT1vY8MHNVaSnAwkJputfeolnIPzxR95+RYualsnp7xXCg7gyC1hdXNtf3wlT1ocBO5qqLYWyPDoMLNEBD/aqLQlhK2nP+DRVxl3i/FQ+vbPZffKoyZNzxstiqzYtxnh54YDyKYdAyifCKXL6IEHs7iMe4HpSzKc9e8xvMyen1G1w3Djg6VNT5ZOn8eOPPFZOTuHiRW615ChPnxrmtZilcWuWi/wNKx+LvDzgTffwoXJ1ffopMHYsMHq08XpP6p+98gqQP795t8Zz5+TXA2T5RHgQt/7m07vb1ZWDIKxxfCSf7mimrhyEsrzIJq531joom6oZLyffN8zH5xQ3Cw/qxLkQD+iSZy82bgS+/tp6ueRkHv/DkmJAC1hSPu3aZbs7l6dz5Qp3Y3nwwHi9uUFterrrZRKzZw+QK5f8oC1vXsO8TgccPWpYFsp7eQFr13KXPQBYsMC4ju++43Gt5JRPcuealAQ0agRs2mTfeTjLBx/w87Nk6ZIdePAAWLkS6NzZuXrEbffSS87V5cl4gjJDfB+KefLE1E1XrKgSLIiGDTNc10Jwcel+nqR8WreOTx89Am7d4s+O1asN2319ze/rCe1FEBwPyVagBJl0Y2Urrs4DlucFUrO+IuVUS4tMD/raazcyL+3UJ0CGeHCVDZ5BN1cAS72Ap3bGHRDISFZWHk8iWTJgeXox2z+rSfmkIIzxweDEidbL5snDLQ2aN3e5WC7FkvKpZUtgyhR51wutUbEinwYFGa83p2SyxfLpyBGuDFJCAdm8OW+L/v1Nt0kHvb/9ZpgXBnm+vkD37txlDwBiY03ruXNHfsD44oXpuj17eJauTp1skV55zp6VX5+UxBVrlgJU9+8P1KunrDzx8cq6d4WFAb168ZhdziCOgWRLnLLevYE//nDumK7Cklub+Dk1e7bpdmsBy5Vgs8hyXqxcKVQICA01Ltu9u2Hey4s/f+bMMdzff/7Jp+4Klu4M6enAZ5/xc375ZcN6S0HFc7pFLeGJeJBm11F2tlJbAsJWLClUMjOA2xuAI4OBjBdA3BG+PknDKU/t4cUd4+WTY9WRQxFknit/FwI2hbtfFFdy5hM+jVnFp3ZfqxpQV2RKB4SSts0w07HJEA2i4o4CG6sAf7spGKlKaKA1tcP69YZ5T3K7Eti1Czh1Stk6bRkkiP+LtDQ+CPOkL/S2IFiFSGM5SQeNArZYPgkKDiUVkHKxb6SDvLg4w7zQflKlklz8n717gcuXTdfLKZ9y57Ysp5Rnz4zlcpZSpeTXDxkCDBrEA3SbY/FirhhUipQUoHBh+/8TS1hS6Op03FLPFsRKRmn2wpkzgUqVDNdyZiawYgUwYIA9kroPsQvho0fGQcjFir/hw0333bDBdXIJlCljmJdTlH33nWH+4EHDfGamwdJpyxbjfewNXp6eDmzf7t7nr04n/zw5dMj8PmT5RHgMD0RfhzLcFCDOVTykANua4Oo8YJkP8MTMV7RrvwJ7RBluHMk0omXWlDBevr5AvpwWeHxcfn1ClGE+Mxt8jUnI6pQ+2JW1fM36PuL/Rufh6oon54BlvsCV/xnWiTtaV38DlucCluUCtjeR7CwqJ8RrS88GVhsWcFtrjhw5EqGhodDpdDgl0oBERUWhYcOGqFChAurUqYPz5887vU0tdu0yzHviF+mWLYGaNeW3paby95c0hog17FU+TZoEdOwI/PqrfcdRmwoV+LR0aeDSJevlrSkf3THY3baNT6WWT6tWGebFlk8CrVubd4kRp0MXUOJaDwpSNki7uevy5Ek+PW7mfW9r3fYM+qUujO7AknJNTI0a5reNGsWVjUKWRFe6kr75JlCtmvVyABAdDVyT6beI2/yVV4AvvzQsW7M669bNtmM7g1gJLKd8GjdOXmkojb8mxl730k8/Bdq2NVU0upKMDH5uUry9ze9DyifCIxC7PkTNBpbnBp6o39e0mZQ4HoQ6O8MyzVsUmCP1iUtEUYxzokDTcudm4rpko/Lp4nTg+kJnJPNQNPY1W8w1GzK9sExeLt3BrCWexP2sgTKz00LD05VPd7O+DF4wE3fnyDt8mpkKPNxvvO2Z+Ku+G8zwPQC3tearr76K/fv3o3Tp0kbrhwwZgsGDB+PKlSsYP348Bog+qzu6TQ3i47mlgIDcQO3rrx3PKLV4MXd5cRSxAvb5c+O4P4Dhy/qMGfbVa0sGJ/Gg8NgxPt2pUubQ9HRg1iz7g/8WKMCnx48DlSsD//1n/TiW6NLF8nYlaNeOT+XiNAnWSsJ1IY5dtXOnfYNauf/SXsuKZIXdueWUDZmZhiDHtiiEzLXh0KFA1aq2W0dZu9ZmzQKWLjVed/myc1aKsbHGlkDOIGRzdJVCoHNn7kZ27pzhumHM/DVUpgx3O5Ra4YktTwWZBeSuB2n9Fy/yaXw88O+/hvU//cQV89bueWuIZTD33JRTNH37rXPHFSOcw7Fj/JxszXIpZdEiw/Uv/I8pKfJtlp4u/9EjVy7z9ZPbHeERMJmBwIPdbhfDYdaGAtvq80xaqWZeCM9FwYxjVgEHXteWafqm6tyiwB5i17lGFsXI+v9j/ubndneb5eIJV22r9uQY4L+BzonmThyJe5OZDmxvDNz4S3l5XIIN99rtdTzz24WvXC+O27D3GaMV6z4b5RRn9rst6rxq6dnrBG5TPjVt2hQhISFG6x48eIBjx46hX79+AIBXXnkFt27dwtWrVx3ephbSQYPU8qVPHx4L6q23gKgo4NVX7au/f3/u8mJLXBY5xJ35hg15RjBxXBzpV+j4eGPXDznS03ld1vhK9LzcvZtP9+7lCq/XXzcMFBcvBj7/3Hp90dGOuzXOnw+89555uZ8/l7/3pVbNUVGWFW9y8mVmcgsLc/GIXMFHH8kP5L75RrljyClJxP/hmjWWrTdcgZyy4cMPLe9z5Qpw+7Zh2ZxCTHBttNXY0pKFB8Cvxz59+H8mXDeVKvEB+7VrfF5QtGzYADSzIZHN338DBQvaJp81BCWBqyyfNm40zAtKcC8vY4XoqFH8HlyzxrCuUiXjekaMMMxLreik10N6uuk9WqUKb4PWrYFWrXhMvtRU4P33+fYGDWw+JVnEMgjKX2msKblnj5yVl6MI1+LKlXw6ebL9dWRmAm+8wd2Ghw/n7TRuHHcrnTKFn4P43ZGeDvj7m9ZjSflElk+EZyA3ENDKIAhAepap8o3FwP5eZsqI/Ob3vwrcXGacZcrTeSrzIn54EEiMNr/Pf28a5h/sB9I8zcUl67p7nPWV+NJMrkA0x6XppuuODFFcKrdj60A8TaRYTbgCPDwAHOrnGpnUxBZXNS1w8Qf79/F0yyd7lUbxp+X3jVmhjDwejqqteevWLRQvXhw+Pj4AAJ1Oh1KlSiEmJsbhbWoxbZrxcno6j2300Ud8kCq2bHj0CMgS3W7On+euT8IgzVbEAx8hpfrWrXwg3a+faWe/cWOerSw2Frh6lSu+pFjKViTm5595sGoxdeoAAwfy7GrC1/f+/XlgWkvs2MEtH35w4NkFGDIRyukpnz3jrjF9+/Llc+cMLkfSGDvbtplaj4lJSTEdNH76Kc8AVb26Y7JbIn9++fVffmmw6BBzKyspijAAN/fcFCy+LBEWZnl7jx485pEjPHnClQ46HW8fOXbvNlYaAfLKp0WLLB+rYkVArB83Zz0lKA6E+8gatlrMdO3KnwvitnjvPa546tGDL3fpwhW37kSQR075NGsWbxullIvS56JwbMGqVPgfzBEVxWOo3bhhvF7alr6+8krZpCTgRFZG3xo1LCtIzJGaymOLnTtnul58HMA0sL0tmVKlzJ9ve1nBXfTJE/uPIyCO8SYEbxfiVX32Gbdia9TIUCY9XT6gu6UYaP/847h8BOE0ac94UOcHbn7YKok4g9KLWODedvlysvGCNKRgExBc1QBgeyNgXRlTiyG5jFk7mgAr8wOnP3atfPYgtbi7uxn4u7B9Wd2uSmJb3NkiX86jsWNA/9DK13KPxY5zvLmEZ0LTOic/hN2WT8+jXSGJC7Dx2ZlmxhLV3PpshoerEp1n+vTpCAkJ0f8S5YLWKIA0Bszbb/PYRl9+ydOii8nMNM0yJR0IBQfLB6IOCgJq1+YBsG3J0KTTASVKyMfqGTsWeO014K+/TF10hPOJjwfKl+cuf3LBpm2lRAnTdcL/InULs+RycTgrfIG1mFEXLsifc6FC5vcRFGRLl3IZqlUDihfn66VugosXWx6YtmzJlTLvv8+zVAH8f3YV4RYSY+zfb7pOcDsTriFzyidbXLeUtlKYNs3g/il2ZRXiNYl58ABo0cJYaQTIK4687HzayV2HU6YY5sWymWP3bttcUwFDHDCxkkfIkCanQFQCqfWQHMI1Iqd8eu89PhXcaZ1Fao2UL599+7/5Js+0KLUQtVUZKQ3oLUXqzifHkiX8+dS5s7H7oFgG4b+U/m9r11qvX8rbb9teVohdZ2/w+x07uOIvNdV6/CypB3xGhvy7Ss4dWCAy0j75CMIm5F50jAFHR/D4OgAP8ryyAA/4vKude+VTkhSx7zyD2cHe1XnAfQVS7qqNkE1LzK52QFpWR/DaAmB5HuD+bvn9z0+TX68GSXfk10fJpGq1ld0dHN9XNexQUGxvxJXFYhcmT2aJDlhTyn6LmY1VXCOP0jy/BWwMBx6ZiU9xc5l99dkSG0tLHBsOxB0D7u0A4k+oLY3bUVX5VLJkSdy9exfpWT1xxhhiYmJQqlQph7dJGT16NGJjY/W/AEv5nZ1Aat2waZNhXpoNTPqsCQ01BLzdupUrjO7f54MoKYwZlEByrl379hmsh4TB85078sofMWLXFzHiAXsHhd9dgjJB2iSWAlgL1lZShUdammFdXByPydO0qen+tWubr1usEBRbtcyaJV/+vg2W6T/9BAwbxi2npNYYUo4dM7Wgs4WYGMsukpaCY1uzfJL7D6XIKSWkg808eazXI/Dxx/KB71evNl0ntS4RmDzZWFFQooSpEtgacgpOwV1JwFoMtxYt+MBdYNcu4/9661bTfeSUXuXLWz6OOQ4etHxtSJWxmZmmVn6WlE8Cwr1z6ZL1eD0ZGTwgupxyOC3NWOFpbzB7cxnU5BQmctaP1pStgYH8+TJkiGmcLgHBCu/mTYP7YL9+8sonOcxZMQo46noNGJ611mKs3b5trOxt04a7PO7fb388pjp15JVPltxR//7bvmMQhFVS4oClXsD5L03XR/0P2N2Rx5jZWlcd+RSHmZmXcOkHYGdz43VayZ4m13F5LnlACnFyBEugPV1dK5MriTNnbp9N48RsjjBdl2whiObB/sCpCS4TRzGE6/bFLZi0XZKGXF4tcWUWd4k9JpNeGDC1zLOKRp5JYtLMuGsIbK0D/NsGeGQh9W82RVXlU7FixVCrVi0sXrwYALBq1SqEhIQgLCzM4W2eiHQAJfe+3LKFu3i1b2+8Xmo1IXZLk341T07myoLPP+eKEXsGKVK3OAHxAMGa8sQa4sGmONvb7dvGyiRxuefPucUQY3zgIygQpMqnwED+O3TIMFA/edKQ3lxQsggWQnLKELGirU4dw7xguSTFngxZtsQHqlOHK17EikuBq1e5u96+fQaXOYFeZkI52II15VPjxtbrkLN8kipGxdfx8eM8ho8wIBW3t/SaFQf1/t//eJ948WJD3Cyx8kQ8wP3vP/6/ZGZyhYK569sSci6g0j75W28ZZw5LTubKHnP/Z8uW3NpQQHq/A/KD+6go03W20KiRsQuUwLNnQLFixsqWwYOB8eO58iM62rA+M5PH9RIH4Zbj8GEejF+whjLHsGHAu+8CERGm244fVy5WlRg5ZYtcIPjKla3XVaQIV0z26cOVy1L2yWQz/+svY+VTRob5QPRS5Z8UW+K1lSxpmH/8GBg0iE+tWcs+esTbPiQEqFXL4IIscO+eY5aOo0aZrltm4cOno27pBGGW+FN8evoj4/XilNbL/ORds8RoRTEjHtRm1yC2UkUiADyWmEgbWYBB2ynMvcxo7DOzaYaGZxJ3i8wMriw2xwv1Qq/YhTjT2zNJ+uxn2cCtzhV4/HNX/LzN6mhd+l4dUTSA25RPQ4YMQUhICGJjY9GuXTu9omju3LmYO3cuKlSogK+//hoLRGmoHN2mBpbiH8kFlZUbBAwdarrO39/Y+kSsABIHzf7mG2PXqw8/5AF0bWW2GWteW12VBHcOATmrLHMuNAkJxnFsBMXU7t38S32/fvx8mjQxxHqSDoASEvivYUPj+DPR0Vyx5+PDn13jx/P1efPadl6AMvFspAGQLdGpk+m6L7/kCpemTQGpgZ/giugIQjuZG1DaMgiUs+IwFxD+6FFufTZzpsEdUHxdiF0Tg4MNbmfi4/TvzxVxS5ca96nbtDE+1pUr3PXVnDLDkf643P0weLBhvnt3ruyRs9ISkIufJsaaW5MjpKQYKzUOH+bKD6lV3PdZ70qxjJmZPPj5G2+Yrz8hAdieFVJk5UquWJBzkwSA69f5VC6QtpziRgnkrBTlYnbZG1RdCEYuZpuZxEQfica86emOZ3gUW9KZIziYT/39uYwLFvBnqLVrvlgxg8Ie4C6E4j5fUpJjmehiY+3fhyAUI/40cHKc/DZz680R9YtxkG5PxSiVuQ0vO6NBvacP9LKIlXnRXvzOeNkeCwuWCRwbyd1hPBHhAS61gJJae9nL8xjgnpWvS64mJQ64+pt8hkmAn/v2xsBGG74QeToPLXR0zJ2/5simCm9r6HTAUm+eNTT1idrSeCxu+744d+5c2fUVK1bEITO+Eo5uU4N//uHBgOWQDmhiYgwZs8SYi/chHpBJB2yZmdxyZILE0jTLKMxtPH3KY3j88AO3fLAncG7RosYWVkuXcmWIeGA3XZLMw56v72J3QWHA9+iRfFlXYc7KwVakSg/GuCWQ2ELLESZO5FNzA0pbgsrLtYU5C4uWLQ3zzZoZWzYBxlaC1twa+/ThSjkBqWVOerq8W5tAaqptAaV/+43HyElIsJ6pUDjeK69YHujfu8frNSeXFLlU9fZQujT/PwWZ5BSqYjdDQUkLyCsSS5UytsB7+WXDfHw8z2IJyP8HZcsaYqhJrXhc9YFezkVOTjnWpIlzx5kzx7ZzePdd02e2rVhS5AjXjvDOSU83BOpPSbEum7Xtb79t2Y2XIDySLZESZYyIW3b6eD45y62nImc4L5cruSn6gmCLsmyVHV/IPAXpQP3fdsAjM37m6TJ+3lJOjgOu/Mx/fTxw8OyVFSgvTuaL48MDjte7tjSfvpYKeNmYSchZ7m4Hku8BZfrz5YN9gbtbAd98QOnepuW3NwLibMze4uk8v2Vhox3KpyVZSmJPvFZzHJI2uLkMKOiC7FLZhGwfcNxddO5sfptU+SQXANpWpFYRISHOxQCxhi1BzQE+sE1LA0aO5MvmYvHIUaSI8df1ffvkLQrEiBUe1hRR5jK2rVplvOxKy3SxlZojSC1Onz3jSr769R2vU3y+5iw+HLV8+thM4hhpnJ+6kvAacq5YlhC7h0mxdl2kpXEFSmKi5bZ/5x1ubfXuu/bJJmfJKFC8OPCJTHxUQF75dPKkc1bHUkWeYBljC3Kul1LXT3sQW6JJFTByCUttfQbZgiuV8mPGcJdCW7h8mWf7dARLbSe4AouVT4LCnTFDJj9nsMWFmCA8CnOKJ0e5PFPZ+pzl3g4gVRKwTpwd6qqZ2AFm8XDLpx0tuALwyWnj9ffMmJ0CwFMbOqWXRGmUteaqeG+n9TLWUPo+scSutsAhkTn1k6wve0n35Mtnp7g4UldQMY5aPqU/B3Z3sRAXzI2kJQA3/lS2Tp0G1RWZLnBjyCZosDW1h3QwaW/WLUvcvctdkJREbBVkzn3K2nvZnpgdZ87Y7+4iVixYC0psLojwq6/yQbngjmRrVjJX8EwSl27zZkNg+f/+M7WSMRfs2B7eesvy9n37HLd8On3adJ0tyLliWcKSS6Q167YXL7gFT7585q9zW4LKm8OMsadVpMkLXIG1oNZiHHUPE/jf/4wD6Vv6T4sVM11nrm0cwRWxhP73Px4TS2qd6QqCgqwrDnU6g4VeZqbBDTAjw7nrWaBnT+frMMesWc7HFiSIHMXjEzxo7R6pv77GlCf28GA3j/dk60A90YGHyl0rqU/VwNIXqLOf2l7P2SnWy7gSIf4aACQImT/cdL2mJViP6+ZqcheVX88YcHKs/fXFHQP2dAPubAD+beucbEpw7D0gOauzkaGQizLLBFJsSDesFkZB5LOQxiyzl8wMIDHauTo8FFI+uQGpUkPJL/muQKzMkRv4jR5tXYFmz0ejlSuN4+bYgljhIVXc2ENwMA/Om5Rkv9WNkkitszp2BCpV4vMNGpiWt9XCQkAuwLq1MGmhoY5bPslhSxsLboC2Is0+Zw/9+hnm5c6hfn3nFS+O0L+/6+oeOZLfL2L3R1dy/jwwYoTBEm7cOOBPCx/EbAle7wxKKv4FRoxw3i3SFpo04c9VR73Nzb131q7lyRqkWVnVYPhw/twhCJeSkQKsLAhc+M5qUbNsbWA5+LG7eJGVXlPqduWM5c6ZLLPcTDu/CirN5VnANUlHxRHLkHVl7d8nWQFNvdJc/RVIViBmxNlPgRcyWVju73K+blsQx5daX940SDxgasmnFCvzA/8EuaZuW0kzE/Q+ZiXwRCYYpTW21gHuK2D55gz39wCH3+b3p9jK8KlCfvq31wOrAoE0G9xn3cnDA8CO5kBilhJVyZhdx0YA68p4bgw6JyDlkxuQDmDttfJRE7kBywwbQh3Y2+8RghDbg07HXV1Kl7Z/XzFPn/JMUJ7IlSvK1OOIssHX13bLp6dPgQ8+4IoFc7HPxFnhPAEhQDYAXJRJMOLtzYPe24I7rJWU4OefgW+/VSaIvi2IkyBs3w58Z2WsN3++6Toln5fr1ytXlzv55x9+LzqSaU7AnBKve3f+/DOXdIIgNEP8GWDfq9YHKKc/AtKeAqfsDDYuJu4/4Pofju+vGJLOFmPAxR9Ms2jZw9U5wIP9wDJf4MZf6inZjr8HHB5kvG63hRgXSqIzk1lObWKsZCyxlWvzgXTJl/HkB8rUbS/xpwxxyR5lKVE3u/CLTpoTX6xtJT0JSLorv+38NPn1B2RiXdlL2hNgTWkg04nOgiPsbM6vqSdnXeuyek2mk6gm2xsDD/a4Ri7BddERhaSHQwmN3YDULcxcNiRHKV/e8VTsUqTKBketDpS0VrCEUq4un32mTD1KU7GiMvUEBtq/j6+vbZZPI0fyGF+/2pFUxtOoVct03a1bwIABtu3foIF2QkTEqTSOaOugNbiSzxJPVTLXrcszcO4y8+G5Rw/uxums8qlBA/OWU2MdsPYnCI8h5TGwuQafT7oLtNlv3k1JHNvHGZLuAA8PcreuMn2VqdNZjgwBrinwpScmy6z4UJaJcNcbQECo8/U6Smo8j2tzd7P1stmZY8OVqefsZCAzGahhRhHiTs58zJXBgOG6e65x/+vNNYCEKPlg4M4q+VLjgb8Lm9/+IoZbsQXWA/zMBL11FSwDyHBhDJO0J66r29PQuyx6eAw+ByDLJzfwxRfGy84E65VDKcUTwN2/xFYRjroIamUgLmBL+nItU7iwfUHgAduVT4C2FU/m8FRFhbNIkxZ4OkpaPnl76MdsHx/5wO5i/PzMZ6W0hXXrHHfZcweOKicJAgDPhiXw6CB3LToyxLWdkZvL+HEP9bNeVgniTwHnphmf013J18xohbIqSBV3F75Spl5HYJl8sL2mpBsP6uLh0bMoYF0Y8Pi4a49jiQTp4EGlQW6SjAug1hH+W1c8f24ssl5mVztgg0Jfr+2CAc8krgQ3/lKu+qicaKKtsQG1DZDyiTAiMxPo0MGwLB342WKFcOUKT02vJSxlTdMKf1l4vhcsCFStal+GLR8fY0u4hQsdlUybKB0DR8hEpjZKBJ12J0UUzADuTMZAV5KZaUh8YA5n3e48HWnmS0IZkpOT0b17d1SoUAE1atRAmzZtcPUqj0/x4MEDtG/fHuXLl0d4eDj27t2rsrROIHUzO/cFj5EjHQgpSdJt19Utx+aa3EokQeSPH/U/SSGFBipPJF+r7qhocXRQBasyV2fXuvQ9kHgNOOmE66ez3N9tvOzObHc5hbtbuAvcwf7Ag33cndXZezT1iW3lku8DTy/Jx/dyFXIxj67/rlz9yQ+44vafINM4d9kWUj4R2ZzMTOCeKNPppEnG220Z/FSsCNSooaxchHWKmkmgARgCjtsT2N3X19hSxNnYWlpD6cQAM2cqW5+j5MqlbH1t2ihbnytxRcBxJcjIsH59+Pp6lkWp0kHWnbHqIiwzePBgXL58GadPn0a3bt3w9ttvAwAmTJiA+vXrIyoqCgsWLECfPn2Qlt00nEftzM7hKBluNCm1FM9FqUxeJgGM3fzwSRfFq7i5zL3HBlyvfBICxd//13I5V5Ly0Hg56hd15FCDJBd9hUt/bqyA2d0RuLeTWyTuaArsaOK8ks+eYPgbKwNrSjh3PHu4JxP4XGk3vKjZXAnlSGZAZ9jZEjg0wL3HBExjs2UDPLQrTriSt94yv0064JYGXLa1X6r0wL1rV/mMbWrwP+mHRg/BkkuRoHCwp128vY3rVCtL46xZ6hxXaWwJ3u4OlB7kL7LBAtxT6NEDePNN43We0C62uHja6gLrLk7KJCiylywdCABtJeLQErlz50bHjh2hyzL7q1+/PqKzTH1XrFiBoUOHAgDq1KmDl156CXv27FFLVNfwwE3WXNndasTd56dk1iiHcLGZ7FM74yC4g8dH3XOc5zfdcxxLrA5Wvs7UeGBFALBU0hlXSiEsYC6QuVqI3epOy6SsfuTB/v72cH8XcEOFJBMsm30QAimfVKV8efcfkzHgt9/Mb7emYLB14Kp0wPFVq4BixZSt01EqVVJbAnksKZ/8/PjUHgWSTmdsKcIYUKGCY7I5g6daq0ix5tLlKcqDjRuVrS9vXmXrcyUNGgCjRhmv8wRDj2vXDPeoObRyH9hD+/aGWFee0A45gR9//BHdunVDXFwc0tLSEBxsGISFhoYiJiZGRek0DMvm2tOUOOUH0Z6Mqy2fPIVNKrgpvLAS+PbYe+6RQ2kSzaTtPjlG2ePErla2Pme57u4MdFmd7bgjxqujlwLHP3DNIdOfWy/jKhgDbq4ALv+kngwKk0Oeruri7y+/PsmFlnTWgteaQynlk7geJSyWfHyAEm60HLWEufZUG6Utn6R1ZmQAp08Dd+7wAOOu/ED+0UeGeU9R2oipVs3+fXx8gAsXTNdryW1NDmfaxxH3XGdiQHl7m1o6HTgAhIY6XqejrFvH76XmzXnSCLn7d+BAYHFW/GBPCJbeoIFt5WzNrunrqy3lpdb58ssvcfXqVXz1lX3Bo6dPn46QkBD9LzEx0UUSahh3WgZdVSHDR2aqmwN+q4w7lU9Hh9sex0dp1Ejj7m0lKOwVDZq7b2/Mg3zLYU4plV1QK2C89Jl7sA9w+UfXHCs13noZl8GAA72B4++rKIOykPJJQSqaSSxgTmETG2u5PkuWUdIMelIcDaxrTblka6YsseVTAYUyfYaEKFOPs8gp0wqbyXq6zI2hCmyxfLI3ZozU7S53bqB4ceCddxxXcNpC7dqGeU8MXi9YoXTtavs+fn5A5crG65o1s+wGqwV8fIDz5+3b55VXgJ9/Bk6dsn2ft94Crl8HypWz71hivLxMlWX16wMnTjhep6N06cLvpV27gLAw+TK//w70zYq1q5blkzgQuNhqLiLC/D5yrrJ//mm6ztcXmDMHePVVY4UzoTzff/89/vnnH2zevBn+/v4IDAyEj48P7omCPEZHR6NUqVIm+44ePRqxsbH6X0BAgDtF1waZblQ+XfkZWKIDUtyckjXlkRsPpnJ2iBsKZQ20hajZPH7N4beBF1YGBtkBnRu/pGSKLBJdFecJ4MGvU+JcV78n8+yy2hK4HjUDbqrugqw8pHxSkLNn5TMWCbEsfrLTYu6HH8xve+MNIN6CItbR+DzW4m5s2mS6Tk7xIlY+KfVlu0sXZepxFjlliDiOzGZRUpjevYG//zYuO2SIaywtXGH5JB7wSvd15WC4ShXDvCOWc66+VgTlbuXKBuWAOQRLHanF3IsXXPHQuzfw339csftcJcteZ9wpvb2N28sWhg8HRozg83fuAA8eWN8nJAQoU8Z2l94SJYCJkvADXl6mlk86nfUg7DLjcVlatbKtnCNI7293ZYdr355Pq1QBChUCbtwAEhOBJk0MZVq35tNly/hzQk43IVW8AlwRGBoKrFwJBAUpLjqRxfTp07F06VJs374dBQsW1K/v2bMn5syZAwA4evQobt++jWbNmqkkpcZRw+1ODQsRqftJZjpw6UceAFhRVM6uILg2Pb8pH0RZaa79Blybz62gsjuxa9xznFurgWW+PFYPAKQ9c89xPZFMFzyfnl4wBM53Jw9k3C5uLjfM39nigoPKPI8uu+n5e0rFjJgugpRPCuLrK9/pFhAHV7WFfPksbxf1IU3o2JErardskbfOcDTt+3DJe/Gbb4CqVU3LiRUVUius4GDg0SPgyhXYha0uH65GrAypWZMrEcTKJOlA/pVXDPPDhvEv/UpnigIs/5/HjvGpva6ergg4/uqr1ss8eWKYX7PG/v/LUeVe8eL8P2rb1nI54SOIl5d1xcWlS8DFi6bKgzx5DPdGvXrcMsrf31g54uh9ai/Hjzu+ryNWlmLFZfHiljM1CgjJD4Rr2Ro+PsDLLxuvk1PQyimfpApmW68nZzIJWvuwJlX2usr4RPqxQGgbwfI0NJSXad7csH3pUmDuXH5v63QG2cQfJuTcMz3RpTa7ERsbizFjxuDJkydo0aIFIiIiUK9ePQDAN998g4MHD6J8+fIYMGAAFi9eDF9PiMCvRdRQPp391P3HXCF68GSmATf+BE58ABx4TdnjeEIa9S11gLWhwL+tXTN4lyNd5gt2diPdTW67+7I6ADtb8qm7lF6eiCuClG+sCqxRwSUlXsZUXfz82d3BPXIcVyE2mSelPHYCUj65EW9v4MsvbS8v7pj/8ovhC7Q1Tp0CJkzg8+3aAR9+aFrGGdcVgbJlgXHj5K2lBOuE994zjWnz8ss8Joi97nhKyKwEAQFAyazQBzqdsRIB4O18+rSxK9KFC8C0aYZMeb/8AnzyibJyxVmw+BXiM9k72LNk+eQoXl5cYXfmjKllikDZsob5hw+5W9SdO7bL7+ig9u5drniwNv4SK5/MHatfP+DIEX6t2xOkXriW3nmHD+qtIXbZet9Bl3A5pcyKFY7VZQuOWM3ZGmNMiA3n62t6HHPKQmvxlGxtv9tOfATs2NHydum5WLModfT5Ir6eO3cGhg7lz66//jIu160bv3/37+fWfYMHG/7HZs2Ar78GDmUluSlfXv4/fuROL54cSkhICBhjuHbtGk6dOoVTp07h8OHDAICgoCBs27YNUVFROH/+PFq0aKGytBrG1coJW6w2Hro5q9SqYsDhLL/xZ3Z+TbSGuwaQlngs+tKx7xXz5RxCZbfCnMbzm9nSgsRmlHR19CQFiNvcnUX366lJwNERbjquBGvB+jUCKZ/ciDR1vZjly03XicsOHWp7drwaNYwHKo4ENrfFDUeI/yR1g/HyMigq3nsPmDHDePvMmXzqbABddwb+btnSMO/rC7yWpWQXFAVi5ZOXF1C9urErUuXKwKRJhnJBQcCUKabHuelEBlqxa9DUqcbbFi3iU2vBratXN152heVTRgZX2FWrZmpRUqUKz3olDir97bd8Wry47fGfbjn4fK5Vi0+tKa+E/0Knk7+OFy0C5s8H6tQx3dapE3cfM4dwjVSsaJvL4dWrhnnh3rIXuXNw1oWsTx/7jidFatnZubNtxxX+P19f0+N4ewP589tWj8BPPwGjRxuvM2eRdt+JkBJyMZHESM/FXJw5gSpVDMofexCO8/bbwPr1/F6YNMk00LvwMUXuXaHTAePH8203bgAnT8q3+bMc7AVBZDMyZQJmskzlMsSttfDSENjeUJlj2UraE8O8o4FGtcLtde45juAiRijL2lDTdc9vepYixZV4KWRmfPhtYKkXz77mEbgpHpL4WXfhKyDqf+45rhSW7t74gi6ClE9uxMvL/KCrWDHTdblyATt2GL74i5+R1lzyxMjFU7EWKHnAAOv1Cl/5pZZPjPFgwgA/X6mlgWBVEhhofxws8TGEhD22WlCNcEJRvX27Yd7Hx9jyBXDO3UZMqVLA3r3G6yZNki8bFQXsFIUiECscP/qID/q+/54H7xYsiaz1Dz+VWPGL67TV8s4aYmWl+Jq+do1bjAmKn+Rkvk6cEc1WBZg0zpYUUXZxIwTXWGsWGcI5eHvLW/H062cI8i5lwwZ+XuYQlLpSBdiRI6ZllUJO2WZO/o4dufK1dWvLipy//jJ/f9uifJIqzYX7wFqGPKE95JRPXl72xRALDuYK9IoVgcei2L7C/d5B8nG+Xz/j5T17gNKljdd17gxERpoeS2rJdEaShEh6nYWHW5bdx8f02Lbw9KlhfyUQ3PTk2pzc7ohsg5zyaVsjYLkC6X4BINXNwcWtES0xy1ViEJ+ZAUTNAZIfOl+Xx5PNlXUAELseODTAcxU8a0OBG4vUlsI92GL5tO8VYIOVAJ7X5vPpgd7Oy6QEGWayYCVclV/vKNF/WS/jDna1B5Zpv+PkEcqnLVu2oHbt2qhevTrq16+P06dPAwDq1auHiIgIREREIDw8HDqdDmeyeuQDBgxAiRIl9NvHjh2r5inYhDkrCUC+E54rF7c+aNqULwsD7wIFeOBXwBDnJ+svk0VusNWsGSBKcmOCNJ7ImDGmZQSrFTnlk5CJ2Zp7Ta9elrcDxoOsDh0M8XhGjuTHkmYN/PhjrhwYPJgvFyzIB/zOfJgTn4evr+FdKtQpHnRayxhojSZNjONEmbu0S5c2VqIIbomdOvFpaChvt6NHbbcyE64rAXGfQamsc3LKp0KFuIJMfB/kymXsfgdwdz0lMKf8GTqUTw9YCTchXPPe3o5dV7bsI1VCFi9u/3FsRe4+Ned6OG8edwfcts180gPBCu+994yfD++8wxURcooTxowt/6TXoiCPtf9BbPkk53Zny72QnGxcl1QeYV56T3z7LY9RlhVSBw0amFozrl8vH7dK2j+vVs14WSr3iBE8hpw5fHysu48KrFxpmBfuzyzPLMWQ+9+dCXRPEB6FnPIp7j/3y+EuDkpMW5MUCDx862/g6DDl40d5ItndUgwA9nYFbvwBJFsYbKjNXVcEp/ZAdDYoLG79Azy76HpZlOTWKiBJ5vpab6OrkM14yP2aEKW2BIqguvIpPj4effv2xR9//IEzZ87gu+++Q9+s9FGHDx/Wxyj47LPPEB4ejuoiv6CxY8fqt3/33XdqnYJdmFPGyCmfpAMbYXAiTnFdvjxfL3WXEmPuHWcpYLlU+SR14wIMyjBL2aesDfSsbT940NgCYNMmYOtW4zJSWQMCjGPxVK9uUMg4g1CHt7ep8kms4LOWMVCO/PkNrnGAcZwu8QByl8gi28vLYHlSrBgf0J88aTyQtBdpezjzwUpQ5EgRW7So8UHs3DnzFhe29geFa97HRz6tvBIIloXDhvEYbu5yMxUsCX19+XUYEMCVtwKC+5VOZ/w8++UXg9JJvF58TY0axRXT5uIViV1Hpdei0Ga2Bub28ZF3u7MF4Rnbo4f89k8/5VZyUssunY675B04wBVzvr6m1lDmEJ/XezJxLKXvjty5TWMIihVWq1YZPzssuQTKKQNPnjRf3hHk/ns5t1SC0CRyyidnYcx9ga49geSsh5QnBBuXI/G6cnUlO+GjrSb/tgXOf2XfPp5q+QQAD3Y7t3/SfeCRFpTMmUCqhRTpWuXuVmC1jV9mY1YBt2VSthNuR3Xl07Vr1xAYGIiqWSnTmjRpgpiYGJw4YRzNfv78+XjrrbfUEFFRxB1wsULEx8fUlU7qyiUoe8wpsA4fNg5ybQ3xQFv6bpBaS8lZvQiDQbGyRRrnxV7l07593Krg2DEuU4MGtikExBZAgnudIJdSrh3r13Olg05nqnwCePB1wLGv+a1bGw9SxRY+4gGkkGFKOHZICLB2rSFbWUSEfW5FUqTt4UycJ/H/fueOYX7HDsO88P8p2Td56y3gpZfMby9Z0vl4YwsX8jheAwc6V48lhOfB7NncxdSSFUuZMqZWYo6yZw+33vPyAr77DkhI4M8qxvjPnDve0KHAkCF8XnrPHjnCg1PbE3jdnOJIuFbeeMOw7cABrjT77DPD81HOysnWQOc9enBrUmkMrWnTeLsHB3MLMCEDnJzsgnJfcEG2hlg2wXJKzPPnpuukz+U5cwzzMTHG14yl56BSbsOWkLvnnL0PCcJjsKR8cvQFt7EKTxWfUxDc7TLNuNKojRLKp/NfAjuaA+kyD3RPI3oZcHG68bp724HTZmJBaBFns8CtDga2eUgqbkv8XZj/jo8G0hVyIfAEbtqQlQcAdrYG9r8K7HHQEkGnurrEFE9W6lpB9X+zfPnyiIuLw8GDBwEA69atQ0JCAqKjo/Vlbt26hT179qCf5BPyjz/+iOrVq6Nz5844deqUG6V2HHFnW8iYBvCBQRWJq610kCeNMySlbl3TOgBDqmxzwaSF7FBibFH4CAMksfJJKrO1wZ74//j1V6BxYx5bRS4miiXEgy7BqiItjU+FAZhgxVC9urwboTXElh5y1l7ffMPbSAlranH90kHjunXcIkWQpWtX84Nge5G2lzPPttdElvPFixusOcSuQsLxHFFytW4tv37ePFOXLTH589ufbe3ff40t05o04RkMzcWOUgKpssmS8unqVR4DzBn++49ny6te3XZ3LSlySlmAW7h8+aV994Y1pbGPD1dS374NNGwIPHnCLZKEtj10yPR4tig72rQBhg+X/x8mTeLtLq73YpaVurnMhGIrL0uxvqzJ91AUBqV3VrgF6fNW/CwuUcJYfkuWc84orG1Frj1zgucJkUPITOPBxW+tMbVW2lLbsTqfXXJaLE1xXsbE3pN4eND5Ok5/BDywMXWr2hx8HThpQ2c5/Tmw92Xg8QnrZT2Nok3k1wtf26KXAUu9jYM8J14H7myV309piiuc9fHyDOCKSsGy1eDqb8DVecD9ndbLWkTBzkplBbIuMsYDvy/RZidKdeVTgQIF8Pfff2PixImIjIzEtm3bUKVKFfiIeqoLFy5E586dUUSUbmfatGm4du0azpw5g7feegsdOnRAohBoSMT06dMREhKi/8mVcSfiwYV4YJCSwlObv/OOYZ05yyd7O+yNG3NLDam7mrc3H7BeuGC6j1wAdCm//cangpIHMI13ZG2wJz4X8bnbi1z2KSFuizCwatGCx4c6fdqym6ItBAbyqZyFgiNI/2/xIFKqKOnShVukKMWNG+a3OWr5lJYGNGpkvO6nn/h/L7YEEa4Pe49jKWC+TmddKWTtHurf33i5QAHzLliuQjpYlypCFi82zHt5mVeomQtYL6VePW7p44xCQHBX69jR8ToEpOcvXCNiBVdkpKmVm9jySXouwjYhsLyYmjX5dNs2w/1tC5UqcZleMxOmRHwe1qzTBPnklL4xMYZ5c1aw4udG0aLGx86d2xBMXErBgvx5LjY4dlQBaQ6yciKyNYk3eHDxfT2AKz8bZ7mL1+CgnDDlbFZGFsaAk+OARwoHxtMqF74DYlcDW+z8auwJ+MpkTYk7CmwKB7Y35go4lgnsFQ0y1pUDdrd3j+VJ3bnK15mewKePT/BzeXZF+WN4CkfeAY4MtlxmT1fgzGQ+/+gwD5Qv8OQ8cPoT4Pw05WQKNvPl3B6YqLMnuGcnWPm66UGornwCgBYtWmDPnj04fvw4fvjhB9y5cwdVskx4GGNYsGCBictdiRIl4JXV8+7Rowfy58+Py5cvm9Q9evRoxMbG6n8B0gBBbkYYLOTJYzxw0Ol4vJNffzWsk3b+zVkVWEOnA958U35AHhZmiBvUs6dhffPmxstScuc2fEkXKw6WLDEuZ23AISjYWra0XM5WxM0ruC0FBRnWCVZecnL17g3MmGHbccaO5TFulFICjZMowitX5lNBISd8hHEF4v9HijWlkBCXSIo5q5Xq1Y3/+yxvW3Tvbvk4Ur7+2vL2d9+VX29JqSqWebrE0tzX13ycIlchtd6SXrMNGhhiC1li2jT585bGC1KCjh25i90PPzhfl1SxIlyLQjuYs+QRno/t2skHHAfk490dPWpIlKAk9jyvLVlWii1Uzd2XYuVTkSL82L/+yq3AAOPshIMGGeZ9fLi7qqCAAwwulEpBme0IxXhxx3l3GaU5Ivp6dn2hclnuPJE0Bx6UMauA1S8BKR6Wtc8Rnl0CLn4HbKtvvF7DbjA2Ya7tvBXKRmMvrzsRF0LgueTra8I1YGtd4OkF4JHI0u3ORpmdNd7epyZwK66L3xqvf35Tvrwr8ZZ06KqMd89xr/8J3F4PnPuCL2+rzwPlC2wK93yLTJYJHH0XWB8GxMlks/FAPEL5dPeuoRPxxRdfoGXLlggLCwMA/Pvvv0hPT0ebNm2M9okVpTj777//EBcXp9/HkxEPIMXvKfFgY9o0PiiXxvOwFvPJWYSBSePGfNAijqniKNZk9fPj7jLbtjl/rIQEY9eU777j7nXff29aVm4g9NdfpjF8tm/nSiYpefLwGDdKWQdI6wkNBeLigLku+OghxVIbWetLvfSSc4qG+vV5YGPBis5WrCmC5NyIHj40jj0lxZL7qKV2tpby3l5atOBTa9kFvby4u5mlxAG1avGpXBD8wVY+BjmCTsdd7MzFhbIH6XUpuJb+/DO/TydPtryfn595yyc5hZC3t/sVjHIyAPLKJXEbmlM+iS1PBUPhd97h95mAkC1QfN2K30uC9ZrSyieyfCIUY00JrsjwVJ6csV5G0zgw6N7fkysM723ny2mJwI5m2kt1n/4cSJdRvj2P4W4wly1kINHIwNAsL2Lk1/tkKQ5yW/iSqTR1f+Uvcp981sta4qnE9eNFrHw5OZgCyi9r6LyAkO7K1qnv2JsJunpQYvrvDhqvkKxwk3rivzcN8xnuijWngNLynsiN8MUtIPovPv/kLHcBd8e16QQeoXyaPHkyKlWqhLCwMNy8eRPz58/Xb5s/fz4GDhyot3ISGDBgAKpVq4aIiAiMGjUKK1euRAEhTZMHIw6wLB5MiOcnTeIZuaSDL2HQII4V5Qrsjf9hSUEhDDjMZT4DuEuTEgOTgADjAXv+/FzxJGfsZi74rfQ/b93asuyupHBh98REEf8XRYvy/00Y2NviDid2u5TCmPU6IiJsD3gstG+BApb/G/E1WbMmV3AWKWL7dWaP8kmIv6MUwnlZa3tr23fu5HGcAPk2cFf2PHs5cYIrIwV34M6dueJQiF0XEgL8/rtBuSJF+F98fe1TPrmSDh140HhrWLJ8skX5JL4XzbkOCsp4sbWh+P/YsYMr3ZVWqgrXm6BEtNfakSDMkvzQehm1iZL5iqVVYv62r3zidegHXIKVzMp8wIO9wCEFvnK6kxUB3DJGyv3dfGopRtJWDaT3PPw28N9A+axgV+fJ7yMMdN0ZlPmlji46ph2KAXclA2iyCvBy4bEykoyXU1WwTiwhCgRetDFQvJ1t+5Wy4KJzz844T8vdaMHXeq9z+4vduteVMd62zA/YqlBMGBfhEYbw8+aZeaABWCL148pihzhllofRp4+p+5kUnc54MCE32JAycSJ3JVNLGSJGPLi3Rfn0yy/GQcHVxpwLiHgQJhcLKzsiVrjlymUcF0ZwXQwNNb//YyvvKSUH+leu8DhlBQrw62nIEJ4NTsgwKAQFFw/Ovb15eXswp3y6ccM4EyHA44gJtGzJXVydwZKyThzQ3ppVWtGiBrnl6nSVBaWz1KzJf0Jcprt3zSua5BCepX5+pudoq2JPaTbZmN3XVsunc+fk92/f3jAvKOuk9OljyEqalGR6HQUGmg/m7wx+fvze8fXl56d0TCkiB/LsMo+9U2WC2pJY59p8oPww6+UE3P3lOuJr7oZjC4cHWS8jZl05w7w0GHt2QVCCMBs680qT5yUgyYJZtz1cy/r4f32h6TbxNXmgDxD5I5C7KAwKGxs6FelJ1svYgm9Wp85L4WGsJ1qM6LyAXs+5UkERstrrXpbLyc2lQMO/bNjNTf9NyVeAfDZ6MlnKQPmvEx2Z9CTAx0Wu04wBRRtZL2cJs9d9Vts+9mwrSw8dfmgbS4NC8bbRow3zcm4xUgICgAkTLLvZKIEtg9sUkXWipcGypw5wpRYwQsBysbzZ3X1fQDwQlw7KW7TgbnW7dpnf//hx4+UUF1qulixpiA9Wtiy30Chf3rBdCCQvbjtz1+Ddu8aKI/G8l5fxdS0oK0NDTTNKii1ydu503l3V1thu1hTWYiWZ3LWslUxj9mbxE56lvr7Gce6WL1dOJldhq+WTuax5YqtVW94TuXO7J9OdQJ48/F6Sc4kkCLvZUAm4vQ44Nty5esqL9s9fybm6zGHvwO3WP66RwxyB9a2XUYL9r8qvd4XLS3Ab62UUQyeZuhH/Um46kKgjcXMpcCEr+KZVyyfRfrGrlRHFN8ulwUtpaxUP6viXHcAViwC3fGq+xXh7YD2gixNpjnUiBYaR8lL0H6QnATtbAbFredY/d1C0MWy+jx4ft17GHM9vmd+WmWp+mzXylrZSgDlvseesu6nKeKhqQNvYorTQ6YCKFflgtXNnoGlT18tlK4L89mYgmznTdJ2nxvkQWz6NGAGsWcPnxYoKRzO9OYKaii7xIFDOUmT0aMuWT2IlKqBMvB9HEc5FHGBbiKEkJTjYOIizeF5cF2DZSkNQfrWz0UrYGrYqn6xdM2Llk5YsnwQaNuRTe5V5gpLGz4/f53FxwNWrQK9eysrnCoREA3JWS2KXOnNWTWJq1FBGJoLweDIt+H7bQp1ZQORPPO5I54vKyCQl/iTPomUrT88b5tNfmC/nKFKFhTtdpuRgbrCIarENyBvqosrV7MRJ2q7iKGXrFwJQSxWoQrwke9zuUuKcl0dwuQOA4gooGMXZzTxJ+VR/gXFH8CVpJ5PZbiEk3S89yfieM/eMubcNuP8vsLe7A8dxFAboXDh4TH/Op5kWFN5Jd4DHJx2rXycaMBRvL1Mg6xor2tix+gHTe01/nXjQ9WsBDx9+aJNbFpSpUlq2BNavV3fAbg4hAHmZMpbLiQfL0hTrnjrAFSvFxJYsalk+eYoVgCNydOwIXHRRf91ehDarVw9YsQJYuxb44gvn67WkfOrfnysvZ1mIM2oPn3/Or09r7rXWlKPia1yurKdcc+b48UfuTvnBB/btJ1Y+ATx2WrlyxmU89dzXrOEuyq+8YrrtwAHD/LNn1uvy1GcvQdjN7Q3AltrmB0hPzfih2kPF9wzxQ1wVX0UuVpA5nrrgpZpHFKS9+00gtK9h2dmMZc4qdZTqcBVrbpiXBsAu3gboJslu5ixb6mYFGc+S3x1KNCk1vgS8RSaskaJ0vfkrA9Wd7ATprUskbXRXsMQROhi2vHScbOced4Cmaw3L4oF+nV8cs3a7JwrjYi3guFJug0og3DPBdrqXPdgLnJekO05PMMyL/wMllIX2whiQJ4hnvGtlwe3CUaKXZh3HQid6YxVgSy3H6i8t+tLpqkyQLySpxgWF2pPzpmU9EOqeugBx6npzg1ZPdukSBmbNm/OU85ZcrgBj5ZMQp0XAUwdAYsunrqKsmuJBqS1xuLIbjrZXJRd5KtiL+L7q2ZO3rRKxZSy5Jul03G3TWnY6W2nenCtQBBdCc1iLYyW2fBJiAYnjrnmqAkagdm3g8mVTxZE1xG53WqNoUa50tNY2loKBP3jA/zeCyDbs6cIHwEJQZ1fTYDHgmx/oeh0oa2d8I6WIEfsJK9RhDMoyAy47gE/r/8HjUFUeCxRwMsNA8gPbXQulHeAzn8GgwHCSVv8a5mvPApptUKZeczw+Chx/zzhwurs7+EHNgN5mFLN15wA+Mll37OGikNLYzHkJ7Z58V367XFlHyVPcON5NNVHa2/JDgZbbgN72KoiyZEq6x4Otm2OJDlhf3vx2tQhqaV/5h/uBhCvG6x7sMcynib5unf3MYbGsEtRKfn2+rE5fxNdAUHPlj3tsOLC/F5D21HpZRwjpwZWkJV8FImeafszILbhmmOno2fLOOfi6/PrLM2yVUlU8VDWgbcRWTNIsXp6sdJLKptMBo0YBpa24r1pyExKve+MNZaxQlEBsFSJWuIjn3al88hRFgKfI4SipTrhpy7FsGQ9q7omWiUFBlrc3EsUzXLQI2LuXn4uATsetbGbPdo18aiG1fMoufP65Yd7Se6RoUUMAfoLIXjD3BL0t3Qvo+RQIKAPUn2+9vD2kPQM2VXefIs3IfcULeC2Nu/MAgJc3UGc2UPNbwDuXc653GS+Ac1NtKysNyn3uc+DYSMePLUbcifErYJxFS8DZYL/WWOoFpCUar7v3r3xZV+NbwHmXykcHeaD4+NPy24XsaOIMXGIu/2iYT77vnCxS/ENM19lrbfLwIJ+es2GAknTbehklKG1GuWBE1rPQEUtN6T0YbSZLVlqC/Hol8CsI5BMp8/owrjjMZSZVr1JkpgIxK3kcK6VpugYIrM2VpE1W8vhPubIy5oR/AjRdBxSOtFyH0u8cD4SUTy5A3PE3l0Je64P8JJkPCzqd5UHRH38AH3/sOpnsQax8MqeIcmfMJ0/Bmety5kyuzFATpWOM9e7NrYW0dL9u3w58950hUyEA5M0LNGliXE6n41Y2w+xIwKQFxNnushOffMLj0wGe/RGDIFxGWoLy2cQ6nrFepoOZQbcjrCwAPDkL7DQTjFBpOonS9rI081mSdF7Aa+lAgSry223hto1WRnKuaTf+cPy4AuastwIkcXFa7+ODQFfyYLfx8r9mrDwcpcU2y9tLZgV29w8BiikQVPbMZPMZtNKs+IFf/M4wLwQpt5WIb4F6v9u3j70IFlspj1x7HFuo9xvQ8SzQyErKdMDQESjRzf7jSJX4GW52Jwysy62COl0EeouUlq5yU5PjebTydRaXCf4qfADwLQiEdJHfT1AQl39XeZk8EIVzVBIAMHEiMGUKnzenfPJE7Blgi12MxAOhQoWUk8eViN3uxAon8X+QXZVPJUuaj0vmjJvk++87vq9SZDeFgyO0bs1/5rhxg/+yK7a43QW6+MOaK9DpuBIRIOUTkQNIugccHwnU/N6w7uDrQEmFB0kFq1kvU0jiA93zKVciuQtnbvj8oq+hhWpaLqvTORfo19ZOZKYL4iK1OwLkyzrXLle5G6BA54vGwYV1Ou5W6UoufAuU6Oy6+ou34S6GglUFwJdTsqyQGq/gbkV+BbklSe5ixv+JPVSdZBojSIAx4/aMO8YtP5Siyljg3k4+X6CqfJm6c4EMJ8zek+4C0cuAmBWO1+EsDRYDBasChSLs2ClrkJLfEVdAafB4M7GC0p44ULcZgtvyAOYA0OBPkdWalWdOyVeBW38rJ4dA9F/K1ymnPMtXkcfRylXYeL34eVkoEmi+0fh+zsaQ5ZMLECtmtDQYFvo31vo5/v7y++l0PF7N67ZYi6qM2EJGGNBJya5udxcuANHR8ts8NUaXrWjJQkktQkPNZwDMDthi+SSNTUcQhIdxeiJ3jVgr8ft3pRuILbye6XrFhZQnZ5Wpp0hD62Vq2GmZ4giuCModWIe72QE8ZkzRBoZtXj6Aj6SjV0xkCuzngq+mD/cp125S/LIGsUEtjJWnQS2AUlnZKnQ6rngS8BXN24ug/JHjyVlja8RdbR0/jpTcwXwa1JK7h7bYKl8ubDBQcYRzxzIXQ8ddlOlrm+Kp9GuG+QZ/ypexxa3UHe7LUrx8eFZR/5JAXiuZrMQIz1tnrmE1abQEqDXdOMEDAKOYT42WALmL5phBjMaHmp6PNAixJ19XtsomjasjVj7pdMASG6xF1UZs+SQNJr1oEVCxIlDTykdCrRIQYD6Ol1aVT2++yachMu7/RM7CFsungKz4q1qLjSQozbUYTJ0g7EIaM0dgk5VMDK7GlZ04xoDUp8Ctf4zX73vZsfraHpLUb4PSp0RH62XMEXfEtnJKWz6FdLd/H3EcpFxFFRPFiP8UDFYfUNYwn9+BDC9+ha2XMYclt730BOCFyJQ+Nd7x44h5+SHQ7Saf1+l4YHz/EnZU4MGDLSlCAgBbqPkdDyDfdK15q02dDU5NaijxGeNZRbvHAN52WGZEfMUVjJ0vAU1WuU4+V5G7GFBplExsrqxrNGwokC/MZDenSfYAN1IzaHSoqR2kgwRPdpcQFA/W3M3SJf0GSwHHPRVLsYH69QMuXbKc4UxpPOW/8xQ57GXBAp7dzVoGODnu3QNuuymGJOF6bAk47uMDxMQAp065RSTFGDUK6NyZx88jiGxLRop5N4vke47V2f440Gyj8bqudvgfl+oJlHnTsWObIzHaePlgP+DvgsC+V4zXO3LOfRhQpL7xOkcCEws0Wub4vlKUtnwKdzKYqKs6PuZiJDlClYnOueTYEkPIHP6lzG9LiQPuywRTF4J4Cyyx8z/OXcQ+BYWUDieAyh86vr87KJOVITFsqO37+IcAvRKAkK4WCtkw0JTGJHMLDg6AcxfjrpV5ggBvNw7MXI2gPBQrlpXk6lzX1KsApHxyMeaUT544yBdkyq6xjsT4ULSzbIVO57iyMCgIeOklZeVxJRcvAqcVjH+b3RCeX9ZcnkuWdK+CWQmKFAHWrwcqV1ZbEoJwIWc/t17GHgLCgMK1uFVP3iyz34hvgYBQ2+tovAJosFBZuU6MMl6+qZDZuDRbVORPfGqL2505Xupge9nnN3nMLnNkKpCWtuFSw3zeUMfq8AkAyr1lHFfMFbyIdb4OnbfIbceBQXxAGaDyOMeObam9xJnsxNzZ7NixlKJQBLcS8mTq/QZ0PAcUqadsvSEOWkqKubkceHrJ+XqMUML6wgMHz44S8TXQ8C+gokzA3IhvgWpOvgfPeEiGLxlI+eRiukmSEAhf5T1R+SFYPpmzzhowgE+lQcXlFGqbNgH/+5+i4imK0lnRsgueqBQljKlUCaiusueJFiDXNILQKPe2K1ufWGmklPl5SwtxcGwlM41P0184X5cYqRtaxfe4JZSjL/i8ZWDXoG9tKLC6uPntcpYy9lKsMY8dAzhuDdHzGVcAlOgMNHehsiT5vmP7td4nWlDgq7CjFmInx5jf9uyi6boL30BW0fD4hHwdrrL88FQK1+Zt6+XLg4wrSffbQMWRQEgP5+o58BqwUeGvXEo8e51xH3U1VSbaV97HHwjtI2/hV2UsUG2y+SD7GoeUTy5mnORDQ8msd6UnBvwVBmvm4v4IqdpTUozXC88T8X4dOgDvenDGSE9T/nmK0sdT5CAIZ9FSsgeCIERkplgvY45IGUsM8aAnciaflurp+DEAILglV+h0vuJ4HSwTuPcvsCIvcPU35+QxqtfJbClVs5QU9RcCpXoDzdbZFkdGysE3gEwZWWzJMGiN3MFAxzP85+Nvvbwc4g5PkQaATz6ujPIEgloax6VimYY2cDQjoW8+rvhQkjwycZhOTQAykk3Xb4k0Xi7WnE/FMcCKNQM6nFJKOs+k5Q6uPFWSSmOAer8D/i/x67qJC7LD2UsfibIpb0nn6wys43wdSuNbgFslVrVT+WQLbfbz2H19mPPvLA+ClE8uxscHePgQePaML7dvD6xbB/xpJkmBmnz0EdClCzBnjvz2fPn4VJodTnBz0ZLigiyfCCJ7k9Msn/bts16GIDSBM25ZsnGZRFYjJXvwjrw9LneWcCjNeRbpCUBUlon4kXeUkQdwPpNVjS94Vr+ybwKNlwEFwwEfB6yLohcBjw6ZrlckbktWNjclFFkAz5TX6xl3w1MaR7LeVfsMRtZmBaoCVcYDId2AevMdl0UYIFcZr0w7SF08BS79YH3fWlllxG5HrXcDhWo4LZZHYDZGlwuC/9b6Hig30LCs87DhfeWxyri3euJAM7Qf0HAxV+4qjV9BQ+y+xiuUr18lPOzqzH54efE4HYLiRqfjCp58LrhGnSUoiCvGypvpS3XvDgwZAuw0Y23uic8Ec3haVje1/7u2WdlxpdkZCUKr5BTLpzJZGYvr1lVXDoJQjGeXHd/XW+Yl5qmZXnReppntlKCEpWDENuJop0SapTDxmmkZJWIguZKglsrVlXAVeOaAdVyxJsZtULQhT8XedA2Q34k0rSVfBnon8XgzjZY7Xo9AWScy+hWuBfRM4JnAijZxLiaZJxLa38wGD30euYKgFoC3P1DzW65IyY7UmKa2BJrDw4bg2Q9PU3I4g68vt4qqJvnQJPTrPLV/J0eGk1bp2Y0tW4Dnzz3PHZEgHCWnKJ9OnwaionLO+RLKEhUVhYYNG6JChQqoU6cOzp8/r7ZIzuGdC2h3FAifLFqpYuek9izz2zIVzvpWsBrwajxQ6hXrZV3FTUlWvP8GmJbZ1c6xusOGOLafvbTcoVxd1+YDLM2xfQtFKCeHGEFBq4R1jHcu5/b3DeBKtjZ7gbYHnJfHk4j4Sn69XyH59dmJqpP4tOVOnp0vO+PnQJrtHE42Uo0QaqO29Y49kPLJGJ0O8HcwbAJBeCI5xe0uXz4gLExtKQitMmTIEAwePBhXrlzB+PHjMUDILKJlAmsD1cWZglRUPlUY7r5j6XzUty5Ie+K6uoPcFCxVyc7s82ggj4PpdOWs+JTEGbc7r6yvHc7GF3M3vm5UFIgVcznNOkYfn0zneS6AhOrQFUHkSMqVA4YNM+9C6G60pLgjCC1AlkAEYZkHDx7g2LFj6NevHwDglVdewa1bt3D16lWVJVMYtcyy21ix5Hh0ULljlXwZaLhEufocRS7QtFL4iOJVaGVAe3MZkL+K4/vXmg4026CcPGKCmju+b7FmfKq09Z7SSJVNcgkJ3EG+iuocV0zDv9SWQCFy8IDJJ0BtCRTBI57eW7ZsQe3atVG9enXUr18fp0+fBgA0b94cZcqUQUREBCIiIjBjxgz9Pg8ePED79u1Rvnx5hIeHY+/evWqJn+MJDeXT/PlVFcMudDpg9mygpYKu/QRBeA4xMWpLQBCeza1bt1C8eHH4ZPlb63Q6lCpVCjHZ5eYJG8yn+VUa+AmBYt1Bk1VAgUruO545znyibH3l3uFBtkt0MbZ8cucXuyarnazAiQDwlUYBJTo5eXwz6LyA11L5z14e7OHTUxMcO7Z/iGP72UvTtYb51zN4EP2cgq9kUOZOqy9XIs3Y2GSVOnKoQcfTakugCKpHeImPj0ffvn2xd+9eVK1aFfv27UPfvn1x7tw5AMCMGTPQvXt3k/0mTJiA+vXrY8uWLTh69Ch69OiBGzduwDen+Fp4EBs2AIsWAS+/rLYkBEEQnBrZJGEOQajN9OnTMX36dP1yYmKihdJOcn2hcnXVmQPU/M50EKY0rf4Fdkq+ZLXcoR3rHE8m7B1DenVns/g5yrNL7j1ePicyKNqLl4NjJiEj5fMbju1fINyx/eylWFPDvKr3IwMa/AmkxrvvkL4FgLSsDI7F28mff7ebwNrSyh9b/L8rTfMNwJ0twH9ZikSpMsocuYOB5HuOHVPnA7B0XkePO0BCFLBBhY8aAWXdf0wXoPqb8dq1awgMDETVqlUBAE2aNEFMTAxOnDhhcb8VK1Zg6NChAIA6dergpZdewp49e1wuL2FK6dLAxx8D3t5qS6JdyO2OIJSF3O4IwjIlS5bE3bt3kZ7OXWcYY4iJiUGpUqWMyo0ePRqxsbH6X0CAC03//xtovYyt6HSuVzwB8rGIglu5/rgCOjd1vsoPM16u/T/g9Uyegc1ViF3t1HK3KWCj21yXKG6pJeWBFc+MdkeMl52JxeQoecu493g+ed1zHJ0O6HQBeOWRe45nFgaU6Q9UHOm+QzZbD5R8lbsaluop/5xwhUKuxz3XPv9yFwPKvmFYzit6XxWqCYR/Kr9fy+2OH7PsAD4tGM6vKWcyThLqK5/Kly+PuLg4HDzIfd/XrVuHhIQEREdHA+AWTtWqVUPv3r1x/fp1AEBcXBzS0tIQHBysryc0NDT7mIoTBEEQTkGZGwnCMsWKFUOtWrWwePFiAMCqVasQEhKCMIpg7/lUGOH+Y9aZbbxcfhgfiGU6mM3NFsSuhKp9pbPxuPnC5N26LnxteT/BskuPCjHKqpkZsMvR9ZrzSouC1Z3b3x4KVAZyBRqWXel+Jqd8BNSJO1eoBtBkpUHR50prJDF5gtxzHDnyVza4W4upM5srjswRYOWdF5Rl2fqSi1xg7UL71gqqK58KFCiAv//+GxMnTkRkZCS2bduGKlWqwMfHB4sWLcKlS5dw5swZNGnSBJ07d7a7/unTpyMkJET/c6m5OEE4CFk+EYSykAc2QVhn7ty5mDt3LipUqICvv/4aCxYsUE+Y9BfqHVsLVPzAMF+8A1B2UNaCGwe2jVca5oWOS0qc+46vFnlDLW8XXH+UsEJTQ1Fha0a+7rHc9UctF0glaLPPNcrbUj15gHhZVMy4KeCdG6g2xfl6pBaQAnV/NbXicxdFGvJp7qLyAypvC5Z2YUOtx40q/RrQ9TpQ8X3DukIRQBUHY545QzYYMKqufAKAFi1aYM+ePTh+/Dh++OEH3LlzB1WqVEHJkiUB8CCYI0aMwPXr1xEXF4fAwED4+Pjg3j2D72Z0dLSJqTjgZnNxgiAIwiMgyyeCsE7FihVx6NAhXLlyBceOHUO1atXUE+bJGef2LxShiBhO0Xov0MdFA83IGUCuonzex98wCAzp4ZrjyVHqVZ59TZw5q6QbA3422wh0dnMMplyBQI1p5rfXmgG0/Y/PK5GNqtxbztdhL7YOaP1L8GlwG9fJ4moKVgNq/wy8YkFpGmglWUDnK0C9343XNV5h6k5Y7zc+LdbcbjFdguA+JmCvorN4O1MLSACoPM44Ppu7Ea5fxiCv2rBwnl6+/HlqDp8AXn9AGeP7pMNJIOIrR6R1ElI+KcLdu3f181988QVatmyJ0NBQ3L9/X79+1apVCAoKQmAgN53s2bMn5syZAwA4evQobt++jWbNmrlXcIIgCMIj8fKItxtBEC6h8Uqgo0RZ1WqXOrKIkVM+dL0GFG1if11FGpiua3MAqP4FT3UfWBtofwJouNj+up2hRCcgtI9hOXdR1xynVC+ZY3d0T/bC10WWPYH1LAfmrvQB4JVl8VSgqu3H6HwFaC2JVdt8M6/P3YgttoQ4W2JLOyn15jl5QA+wBMpVmCuK5ayVIr7ili7mYkXlLw+UG5jVhnsNClGdjlvDNFvPl8u9xY+hpiuamLwlzW+zRakrVVYV7wD0SgRqfuOcXI5Q+nWgyng+X/MHwL8kUPE9eetDS0oxL1/Llny9EpyTU3G0r3zyiG/DkydPxr59+5Ceno4GDRpg/vz5SElJQadOnZCSkgIvLy8UKVIE69at0+/zzTffoH///ihfvjz8/PywePFiynRHaJZsYEVJEB4FKZ8IQmPY+hW+zBvcAkeKX0FFxXGIwjVN1wWUBVpsAVbYGWQ5uDXw6JDxuvzlgfCPLR9PDbxzAxnJytbZeLmy9dmDSadM5oVSdRKQIlFOWOvMBdblQaBT43hb5pdktnNlPCKLiM6v61Xgymygyjjg8kz54r4FrVfZcAlwsI/1cp5G8y1cuWtLx1yuDVWxhlGYYk3lA+WzDD6t+jFwfipXZrkreLyURksM80XqAd2z4j5npBjWV50EVB5r+d1gSflUqrfTYipO09XAni5qS+EUHqF8mjdPXoN+7Ngxs/sEBQVh27ZtrhKJIAiC0CCvvQYsWwYUKqS2JARB2MUDGy2XSr9umPcrDKQ+5q5gatJ6D/Dssvntltw6zKHziC66bRRpANxX0PJMidg0ztJsA/BgD7dqylXEdHu5d4CAUNvr8yvEY8v4h5hua70HuPobV06pgTiAeO5iQPXPbC8PAIXrAI+PGq/zspByNreHWAIBpgHzX2qnjhzuog8DlgiKNZHC38hiyIsH2b7/r/G+pbOUMVUncssxfdw5D8I7F8+49/Q8z0QqViKGdAdi1xiX9/IDIKN8ei3dYNHoSZSwP/61p0Hfhl1Efjdk9yWyD2T5RBDKsGQJkJwM5MqltiQEQdhFmq3uDaIBU/cYoMdd7gqmJsWa8pgnlshdzL46XZEG3VXkkVGoOMpraUC1T5Srz1FKdAJqfsvnhUxhRoNtO13Hqk6SVzwJ9Tf8U73Brt2B0iWdVqniCQBuLjFdBwCRP6oT18ocMaIg+uEyWf/KDrT/3tUiOm+g82Vu1dZ4pany8JU4wzPOxx+oNArwU8tSzwp5goDglqaDq8B6pmV1vtxyEzC+DzxR8STFkoLXg9HQm01b3L0LPDLjKkwQBEG4Bp2OFE8EoUm889i/j09eIE+w8rK4AiFdt61Yy7DmSXjbMAjqcYdb/wgUrC5fzssDLb50Om4xUn8+kLcMXyfERrIVNbLY2Yq9ik5byiffN11X7XOg4kjLMbTcTWg/w7ycxVf934GXRefSYqvLRXI5L3UEKo4yXpenBJC/AtAzHshdxFixEViXWzppnTJvmK7z8uWu0XV/BTpdBNocBOovdLtoOQlSPrkIf38gKzY6QRAEQRAEYYmCZjLtVZvCM0lpnZvL7Ctv7v/wRLxs0PjnKc4HeALVp8qX8XTaH+MD1NwyrngAUKqnmR0tBDVWG/+sbOHBbY3Xv/rEzA42mOs3XWu6zhMVxULMIj8bffXzlbdextNpvhGInM4VTgJSBbJYQZgdnr8A4P8Sd6cr0dWwTjjPsHd4/K6iDYCyb6ojn71kphovF6wONHBzAgoHIOUTQXgAarjd/fcfcOCA+49LEARBECZIXX+8cgGt/gWqTkDO7K56sKWMFFvdP6y5dzli/eZuchXmA1RzNFoO9Hpuul6q2PEk/F/i2d2ELG0CZt2qZK7N4u0N8z3uALlkvsAX8pAA+WJCXwde6sQzDdqCze7BGsCSa1mBcD4NGwLkLe0eedyBl7exBZQnWeHZSpXx3FpLml2142nAx/OfoR5o20oQhDuoJ+P6TBAEQRAegZcPDxgLGLv5eLL7kpJo6TzNudBJEbejnOuWls7ZHDqdfIB5/xKm6zyJgDKWtwe3MczLKRGF9izezrwFm63XiTvxyQs0tyNhgd3xsTRK1YncDS+kh9qSKI/4XtRSYgeBiK/5b38v45hlAFCwBp9W/MDtYtlKTvyURBAeBwUcJwiCIHI0T86Y36al4Ns5kVKv2ljQWjtmA+WTWTTe0av5nWHeW87NMuv8LGWyk91PY6RnI8snS3jnAkL7aMKSxn5E96KWlYkNFpmuy1cO6PkUqDXd/fLYCL3NCYIgCIIgCHWJPylZIR6s58TuqoYUMb42Bt82CiYuo4wRu24RngXLsLxdUBBnB+s1S2SmqS0BoSSemODAVrxzAbll4qj55vdoq4ac+DYnCIIgCIIgPAppl1Q0iM1fQX69lrA7EKzWztOGwY44vkq+csbb2h0FIn9UViSPwnMHgzZhzmXONz9Q83sYzs+DA6srgRaC4ttD5M9AvflqS+FmstGHjbpz+LRQLXXlsAMNq/sIIvvgwQpqgiAIgnA90hdhuihoc/6Kog1aU8pkYW+mL8aA4NbAvR1AEQsBrj0GW9pFNNCTDuIDaysqDaEw5ixEut8GfAOAh/v5cna3fNK6ElFKxRFqS+B+Uh4a5rXsdgcAId14ggO5OHMeisbVfQRBEARBEITmEdK9Z1dsiVv1WrpogfGMfwAQUE62uOYQB/r1sdFVL7uQbb8yZimb/EP41FLMp+yA1pUVBJCRZJjPDu2pIcUTQMongvAIsm2fhCAIgiBsodpnxstaTIFtCVsGOeLU54zBYGWhcWuSjlnB5PNXBNrsB159Qh0frVMyK8i8d1ZA6upTgRpfAtU/ky/f445bxHIZrXYBFd4D8pZWWxLCWfKFGeazg/JJY5DbHUEQBEEQBKEuvgHGy633Gy975wYykgGdVpVS9n7vZdlHQVOwmmG+aCP15FCVbNKWAo1XACzd4I7nVwCoOtG4TP5KwLNLvM21HispqDn/EdkA0bM4uzxjNQRZPhEEQRAEQRCeRZG6xsttDwHlh/M4SFpE/IW9QLgNO4isnbJ9HB1Cc+h0tlsnBrdxrSwEYQ+2uEATLoMsnyRkZmaC0UteEXQ6Hby86Aa3BVK8EwRBEIQFCkUAdWapLYXjiAc8trh6sEyg+hfAkzNA1Umuk0tNwoYAV+eqLYV7YOnWy2RXaFxFwIPG2EwH6HLzeZ0fkJGhrjwehk6n0/9cASmfskhNTUVMTAzS0tLUFiVb4evri1KlSsHPz09tUQiCIAiCINTB7tgiDChUA+gW7QppPIPi7XKO8ilTo8qnpmuApxcc3Jm+rBIeOMZmAMqv5vPPgoHnV1QVxxPR6XQoWLAgihUrprghCSmfsoiJiUG+fPkQGBjoMk1fToMxhri4OMTExCAsLMz6DgRBEARBENkRnZ1xRjzBQsDV5CT3F6ZR64qQbvznFDngWibM4pFj7MdZGe/ylwd8cqsriweSlpaG+/fv4+bNmyhTpoyidZPyCdwMMC0tDYGBgfDxob9ESQIDA/H48WNkZmaSC54FPOVZTBAEQRCECzCyfLLlpa/hAbvN7nQ5qPPjH6K2BO6nzv+AA32AsgPVloRQCY8dYwtDUh8fwJsy3knx9vZGiRIlEBUVpfgY3iO0AVu2bEHt2rVRvXp11K9fH6dPnwYADBw4EBUqVECNGjXQqFEjHD16VL/PgAEDUKJECURERCAiIgJjx451+PiC/6nHaGOzEcJ/6hE+vgRBEARBEGpgt5WPhvtNdecA+StbL5edLZ+kCpecOMYIagG8fBcICFVbEkIlPHaMnb8Sz8DonUttSTwWV43hVX/qx8fHo2/fvvjjjz9w5swZfPfdd+jbty8AoEePHrhw4QJOnz6NiRMnomfPnkb7jh07FqdOncKpU6fw3XffqSG+ywgNDUXFihURERGBKlWq4H//+5/aIhEuxNOeyQRBEARBuAhLAcRb7QJKvgoUaeg+eZSg5MvGy41XWN+nSAM+jfxZeXnUxu4YXwRBuBrBaKVKjbrwzldKv9y7d2+1RbOZzz77DMnJyWqL4TCq279du3YNgYGBqFq1KgCgSZMmiImJwYkTJ9C1a1d9ufr16+P27dtIT0/3LLM9F7J8+XJERETg5s2bqF69Opo0aYLq1asD4GaMANzuypaT/n+CIAiCIAhFSHtmmC/1KvBaOnBsBFB2ALCtvmFbUHP+0xp+hYyXvW2Io5IrEOijYQsvS5DyiSA8jlOnTgEAoqOjERERoV/2FGwZ33/++ef44IMPkDu3fbGq1NIdSFHd8ql8+fKIi4vDwYMHAQDr1q1DQkICoqOjjcr9+OOP6Nixo5Hi48cff0T16tXRuXNnj7t4lKR06dKoWLEi+vTpg1deeQXt2rVDeHg47t69i61bt6Jx48aIjIxE3bp1sWvXLgBAVFQUGjVqhBo1aqBatWr4+OOPAQDr169H9erVERERgfDwcKxduxYA0Lx5c6xZs0Z/zFdffRULFy4EwF0cBw0ahKZNmyI8PBwAsGjRItSrVw+1atVC06ZN9a6SBEEQBEEQhITkB8bLXt5A3V+AIvXUkUdpwobyaYURfBpQDij3NtBim3oyqUme4mpLQBCEjZgbT+/evRvh4eEYNmwYqlevjmrVquHMmTMYMGAAqlWrhnr16uH27dsAgIULF6Jly5bo2rUrqlSpgqZNmxrpM77//nvUrVsXtWrVQvv27XHz5k0A3JJJOr7/8MMPUadOHURERKBp06a4fPkyAGDoUP6cbdKkCSIiIvDgwQMMGDAAM2fO1B/nww8/xGeffWa2bnPn6i5UN2EpUKAA/v77b0ycOBGJiYlo0KABqlSpYqRkWrx4MVasWIG9e/fq102bNg3FixeHl5cXVq9ejQ4dOiAqKgoBAQFG9U+fPh3Tp0/XLycmJlqVqWtX4No1BU5OhnLlgHXr7Nvn7NmzuHTpErp06YJdu3bh5MmTCAoKwvXr1/HZZ59h69atyJ8/P65evYomTZogOjoas2bNQufOnTFx4kQAwOPHjwEAH3/8MebOnYsGDRogMzMTz549s3RoPcePH8f+/fuRL18+HDhwAEuXLsXevXuRK1cu7Nu3D3369MH58+ftOzFCD7ndEQRBEEQ2pkBVtSVwLYG1gZ7PAN98fFmnA+rNU1cmNSnVCzj7mWGZMersEcSerkCiiwbZAeWAZnYOsgGL42kAuHTpEv744w/88ssv+OSTT9CyZUvs378flSpVwvDhwzFz5kx9+J8DBw7g1KlTqFy5Mr799lsMHjwY27Ztw5IlS3D58mUcOnQI3t7eWLRoEd59911s3LgRAHDo0CH9+B4Axo8fj++//x4AsGzZMrz//vvYsmUL5syZg7lz52Lfvn0oWLCgTecnrtvSuebK5Z74V6ornwCgRYsWaNGiBQAgJSUFwcHBqFKlCgDuevb5559j586d+gYBgBIlSujne/TogQkTJuDy5cuIjIw0qnv06NEYPXq0fjkkRDvZJnr37o08efLA398fv//+O86dO4c8efLo/4ctW7bg6tWraNq0qX4fLy8vxMTEoGnTphg7diwSExPRrFkztG7dGgDQqlUrvP/++3j11VfRtm1bRERE2CRLz549kS8f71CsXbsWp0+fRr16hq91jx8/RlJSEvLkyaPQ2RMEQRAEQWQTchVRWwLXIyieCBm3O4Ycld2PIDSCpfE0AISFhen1C7Vr10ZYWBgqVaoEAKhbty5Wr16t369hw4aoXJknWxg8eDA+/vhjZGRkYM2aNTh69Ki+noyMDCMZOnbsaKTn2L59O37++WckJCQgMzNTb0TiCOK6LZ1r+fLlHT6GPXiE8unu3bsoXpybp37xxRdo2bIlwsLCsGLFCnz88cfYsWMHSpUqZbRPbGysXpH033//IS4uDmFhYYrIY69lkqsQYj4JnDt3zsiyizGGNm3aYMmSJSb7li9fHg0bNsT27dsxa9YszJw5E5s2bcL06dNx/vx57Nq1C2+++Sb69u2LcePGwcfHx+hGkAYykx73zTffxJdffqng2eZs6GMYQRAEkeMp2gR4uA8o0dV6Wa2Rq7DaEhBuRdKxY5nZO7sfQdiCA5ZJrsbSePr27dtGsZW8vb1NltPT0206xsSJEzF48GDZ7eJxdkxMDEaMGIGjR4+iXLlyOHPmjJGySIrcGF5cn626A3fhEU/ByZMno1KlSggLC8PNmzcxf/58AEDfvn2RnJyMbt266aPRx8XFAYDe1zIiIgKjRo3CypUrUaBAATVPw+20a9cOO3bswJkzZ/Trjhw5AoDHfAoKCsIbb7yBb7/9Fv/99x8AbjpYtWpVjBgxAsOGDdOvDwsLw+HDhwEAN27cwP79+80et2vXrli8eLFeI5yZmYljx4655BwJgiAIgrCfn376CeHh4ahWrRqqV6+OxYsXG22fOnUqypUrh3LlyuGjjz5SSUoz5C1lvYwW6XwFeCXOdH2dOUDTte6Xh3Ad0q+KLEO+HEEQqmJpPG0vhw4dwqVLlwAAv/32G1q0aAFvb290794dc+bM0VswpaWl4eTJk7J1PH36FL6+vihevDgYY5g1a5bR9nz58uHp06f65bCwML28cXFx2LRpk1vO1VE8wvJp3jx5n/C0tDSz++zYscNV4miGsLAwLFmyBEOGDMGLFy+QmpqKmjVrYsmSJfj777+xePFi+Pn5ITMzE3PmzAEATJo0CZcvX4afnx/8/f3xyy+/AADGjRuH3r17o1q1aqhataqRS52UJk2a4Ntvv0WPHj2Qnp6O1NRUdOrUCbVr13bLeRMEQRAEYZmqVaviwIEDKFCgAG7duoWaNWuiQYMGKFeuHPbu3YulS5fizJkz8PHxQaNGjdCwYUN06tRJZamFzGfZ1Bw4vxm3hvJD3CsH4QZkLJ8IgvA4LI2n7aVhw4YYP348rl69isDAQPz5558AuEFNXFycPsxQeno6Bg0ahJo1a5rUUa1aNbz22muoWrUqAgMD0b17d6PtY8aMQZs2beDv749t27Zh8ODBePXVV1G5cmWULVsW9evXN6nTFefqKDrGWDbNcSpPSEgIYmNjjdZlZGTgypUrqFChAry9KTWqktB/axnhw1hSEmBnxkyCIAjCTuT6ADmF8PBwzJo1C82bN8fw4cNRsmRJTJgwAQAwe/ZsHDx40MQ6Sg6X/ofbmwAP9wMVRgK1f3TNMQjCHSReB9aVMyz3yVHDLYIAkLPGgQsXLsSaNWuMssdrGXNt52wfwCPc7giCIAiCIAjXsGPHDsTHx6NOnToAeEyJ0qVL67eHhobqXenVhQboRHZBZPlU8wf1xCAIgvAgSPlEEB4ABRwnCIIg7KFBgwYoUqSI7O/WrVv6cmfPnsXAgQOxfPly5M2b1+7jTJ8+HSEhIfpfYmKikqdhjGCMTy9FQvOIrmG6ngki2zNgwIBsY/XkSjwi5hNBEARBEARhO4cOHbJa5sKFC+jcuTN+//13NG7cWL++VKlSuHnzpn45OjraJKuwwOjRozF69Gj9spBp2LXQYJ3QOOKg+QVrqCcHQRCEB0GWTwRBEARBENmMixcvomPHjvj111/Rpk0bo209e/bEokWL8Pz5c6SkpOD333/Ha6+9ppKkYsjtjsgm6LyA19KAjmeB4JZqS0MQBOERkPIJgC7LHDaHxV53C8J/qiOTY4vQ30MQBEEoyciRI/H06VOMHz8eERERiIiIwNatWwEAzZs312e4rVy5Mtq0aYPOnTurLDEMbndk+URkB7x8gILhaktBEKpBY2zt4qoxPLndAfDy8oKvry/i4uIQGBhIihKFYIwhLi4Ovr6+8PIiPSdBEARBuIvt27db3D558mRMnjzZTdLYiHcuPvWi7ilBEITWoTG2NklLS8P9+/eRO3duxcfw9HbPolSpUoiJicHjx4/VFiVb4evrazaOBAGsXg38+y/g56e2JARBEAShMvXmA6cmAJXHqS0JQRAEoQA0xtYeOp0OBQsWRLFixZSvm+UwO7iQkBDExsaa3Z6ZmUmmgQqh0+nI4okgCILwGKz1AQjr0H9IEARB2AuNsbWBTqfT/+Rwtg9Alk8SSFlCEARBEARBEARBEMpAY2wCoIDjBEEQBEEQBEEQBEEQhAsh5RNBEARBEARBEARBEAThMnJczKdcuXKhaNGiLqk7MTERAQEBLqmbcC3UdtqF2k67UNtpF6223cOHD5GSkqK2GJqG+lGEHNR22oXaTrtQ22kXrbads/2oHKd8ciUUhFO7UNtpF2o77UJtp12o7QhXQNeVdqG20y7UdtqF2k675NS2I7c7giAIgiAIgiAIgiAIwmWQ8okgCIIgCIIgCIIgCIJwGaR8UpDRo0erLQLhINR22oXaTrtQ22kXajvCFdB1pV2o7bQLtZ12obbTLjm17SjmE0EQBEEQBEEQBEEQBOEyyPKJIAiCIAiCIAiCIAiCcBmkfCIIgiAIgiAIgiAIgiBcBimfCD3nzp1DQkICACAzM1NlaQh7oLYjCIIgCHWhd7F2obYjCIJwPaR8ysEI4b7++ecfVKlSBcOGDUOHDh1w/fp1eHnRpeHJUNtlH/bv34/Lly+rLQbhADt37sSRI0fUFoOwE7rnCKWgd7F2obbLPtAzXbtQP0qbOHPPUcDxHE5mZia6d++ON998E6+88gqGDx+OpKQkDBgwAE2bNlVbPMIC1HbaZt++fXj77bcRFBSEtLQ0DB8+HD169EDevHnVFo2wwokTJ9CnTx8UK1YMPj4+aNWqFd59910UKlRIbdEIC9A9R7gCehdrF2o7bUPPdO1C/ShtosQ9R6r9HMajR49w8eJFpKSkAABOnz4NLy8v1KhRAwAwefJk5M2bFzt27EBqaqqaohISqO2yF4sWLcKYMWOwd+9eDB8+HNu2bcPcuXPVFouwgeXLl2Pw4MHYu3cvpkyZgosXL+LLL79UWyzCCnTPEUpA72LtQm2XvaBnunahfpQ2UeKeI+VTDoAxhoSEBIwZMwbVqlXDuHHj0Lt3bwBAyZIlcf78eX3ZoKAg1K1bF3fu3MGZM2fUEpnIgtoue/Dw4UNs2rQJjx8/BsC/tj59+hQ+Pj4AgJdffhnt27fHmjVrkJiYqKaohISHDx9iyZIliI2N1btp3L17V99O9evXx+DBg7F8+XI8ffpUTVEJEXTPEUpC72LtQm2XPaBnunahfpQ2cdU9R8qnHIBOp8PFixdx+vRpxMTEYP369UhJScGkSZNQpEgRREREYPr06fryjRo1QkxMDJmtegDUdtomLS0NX3zxBapVq4bZs2ejb9++2LVrF3Q6HfLkyQOdToe0tDT4+/ujfv36CA4OxooVK9QWmwB/yU6fPh3Vq1fH8uXLMWzYMPz2228AgNDQUGRkZODFixfw8fFBgwYNULNmTcyePVtlqQm65whXQO9i7UJtp23oma5dqB+lTVx9z5HyKYdw/PhxVKpUCTqdDgAwZswYxMbGYvPmzZg6dSpWrVqFqKgoAEDZsmVx9+5dPHz4UE2RiSyo7bTL3bt3sX37dly/fh0bNmxA8+bN8f333yMmJgZ16tTBvn37cPPmTQBA4cKFERoaiqSkJJWlJgAgLi4OGzduxJkzZ7B27Vq8+eabmDt3Lk6fPo169eohOjoax48fB8C/rLdo0QIPHjxQWWqC7jnCVdC7WLtQ22kXeqZrF+pHaRNX33OkfMrGZGRk6M0bfX19ceHCBb2pXNOmTRESEoLdu3ejYsWK6NWrFyZNmoTff/8dEyZMwEsvvYTw8HA1xc/RUNtlD168eAEvLy/cu3cPAPDmm28iLCwMs2bNQv/+/fHw4UPs2rULAFCwYEFERUWhQIECAAyZeAh1yJMnD+Li4nDr1i0AQI8ePdC6dWtMmTIFHTp0QO7cubF582ZkZGTAz88PV69eRVhYGABqOzWhe45QEnoXaxdqu+wBPdO1C/WjtImr7zlSPmUTZs6cib59+2L58uWIi4sDAHh7e+u/8gwcOBAnTpzA3r17AQB+fn6oVKkSrly5AoAHWRw4cCDWr1+P58+f4/fff0fhwoXVOZkcBrVd9iIjI0M/HxcXh+LFi+sf4EFBQejcuTOOHTuGjIwMvPPOO1ixYgXGjh2Ljz76CLdu3ULlypUBQN/+hGsRvyjFbXfnzh3Url0bly5dAsDvybfeegtnz57F7du38d577+Hw4cMYPHgwJkyYgL1796JChQoAqO3cDd1zhBLQu1i7UNtlL+iZri2oH6V93HnPkfJJ46SmpuL999/H9u3b0bZtWyxduhRjx47VX0Rt2rTBnj179Df8d999pw8cVq9ePVy7dg1paWkoWrQoOnbsiJUrV+Lnn39GiRIl1DytHAG1nfb53//+h2bNmuGbb77Bf//9B4C/XAHg+fPnaNiwIdLS0nD06FE8e/YMOp0OQUFBKFKkCG7duoWuXbvixx9/hJ+fHxISErBmzRpERkaqeUo5hjlz5iAyMhLjx4/H+vXrARja7v79+6hQoQIKFSqEs2fP6l/ABQsWRGRkJI4fP47w8HAsXLgQNWvWREpKCjZt2oQ2bdqodj45BbrnCKWhd7F2obbTPvRM1y7Uj9Imqt9zjNAkmZmZjDHGHj9+zMqXL8+ePXvGGGPsypUrrE2bNuz7779njDF28+ZN/T7Pnj1jHTt2ZAMHDmSLFi1iTZo0YV9++aX7hc/hUNtlD2bOnMlatGjBNmzYwL788ktWqlQplpCQwBhjbMiQIezPP/9kjDG2cOFC1rdvX7Zu3TrGGGNJSUksMjKS3b17V1+XcE0Q7mHhwoWscePGbPfu3eyPP/5gxYoVYxcvXmSMMTZlyhQ2Z84cxhhjmzdvZgMHDmSzZs3S79uiRQt2+fJlVeTO6dA9RygJvYu1C7Vd9oCe6dqF+lHaxBPuOVI+aYjLly+zr7/+mmVkZDDGGMvIyGCPHz9m3bt3Z1u3btWXW7p0KatUqZJsHdeuXWO//PIL69GjB5s3b55b5Cao7bIDT548YXFxcYwxxlJTU1njxo3ZsWPH9Nvbtm3L3n33XcYY7xALJCcns5kzZ7Jq1aqxH3/8kbVq1Yq9+eab+s4y4XpSUlL082lpaax///5s9erV+nWDBg1igwcPZsnJyezFixdGZdetW8dCQkLYtGnTWOvWrVm3bt3Yw4cP3Sl+joXuOUJp6F2sXajttA8907UL9aO0iSfec6R80gBpaWls6tSpLDAwkBUuXJjNnTtXvy02NpYNHjyY/fjjj/p1cXFxrFmzZmzjxo36dWvWrHGrzASH2k77XL16lQ0bNoxVr16dHT16lKWnpzPGGOvUqZP+6ypjjB07doyVLFmSPXjwQLaejRs3slGjRhldA4RruXLlCnv33XdZt27d2J9//slu377NGGOsS5cubNy4cfpy586dYw0aNGCHDx+WrWf//v1s6tSp7Ndff3WL3DkduucIpaF3sXahttM+9EzXLtSP0iaefM9RzCcN4OPjg8jISKxbtw6zZ8/G4sWL9dtKlCiBsLAwXLx4ESdPntSvDwoK0geAu3fvHlasWEGpR1WA2k7bvPvuu6hXrx7CwsLw77//onbt2vD29kZGRgY6d+6Mffv26WNLREZGIjAwEEuXLgUAZGZmYs2aNXo/944dO2L69OkYPHiwaueTU8jMzMS3336Lrl27omzZsujbty/WrFmDH374AQAPPrtlyxZ921WtWhWFCxfG1q1bAfDAi5s2bdLfl40aNcJHH32Ed955R50TykHQPUe4AnoXaxdqO21Dz3RtQv0o7eLp9xwpnzRCy5Yt0bBhQ9SqVQsAsHz5cv22Ll26wNfXF9OnTwfAsw7cvXsXlSpVAgAEBwfjr7/+Qp48edwvOEFtp0GEh3KpUqVQtGhRjB49GoGBgYiJiQHAA/PVqVMHmZmZWLlypX6/bt266VPKenl5Yf/+/fogfoT78PLyQnh4OJYsWYIxY8agZ8+eaN26NRISEpCWloaGDRuiSJEi+OWXX/T7dOjQAadPnwbA2/fcuXMICgpS6xRyHHTPEa6G3sXahdpOe9AzXdtQP0p7aOaeU8yGinCazZs3W/WlTE5OZt9++y1r06aN0frbt2+z1q1bs/bt27OgoCA2ZcoUlpKSQgH43ERycrJNZajttIFgnsoYYwEBAWzy5MmsS5curHXr1mz48OFs7dq1jDHGfv75Z1axYkUWFxfHHjx4wNq2bcv+/fdftcQmmCEA4vPnzxljhjgF7733HpswYYK+3KpVq1hwcDA7deoUu3v3LuvRowf7+++/3S8wwRije45QBupHaRfqR2Uv6JmuXagfpU20cs+R8skDmDdvHqtatSpr3Lgx69KlC/vjjz/029asWcNOnDhhVP7UqVOsXr167OjRo4wxpg/aFh8fz44ePaqPWk+4ltTUVDZ16lSWJ08etmDBAv16IRjm2rVrqe00QExMjOx6oR0nTJjASpcuzTZt2sTu3r3Lvv32W1a9enX25MkTxhhjAwcOZD169GClSpViY8aMYYmJiW6TPaezefNms37qYjIyMljHjh1N4n58/vnn7PXXX2dhYWHsvffeY0+fPnWVqISI2bNn6zOoiKF7jnAU6kdpE+pHZQ+oH6VdqB+lTbTcjyLlk4pkZmay1NRUNnDgQLZhwwbGGGMrVqxgZcuWZVeuXGGMMfb999+zO3fumOz71VdfsfDwcNahQwf21VdfuVVugrN06VI2aNAg9uabb7L27dubfG397rvvjFJSClDbqU96ejr74YcfWL58+dhbb72lbyfhob1jxw59UMSMjAyjzmxsbCxr1aoV27NnD2OM38e3bt2izpKbSElJYVOnTmWRkZGsdevWrEWLFvqUvmlpaWzHjh3st99+M9rnwIEDrH79+vpl8X358OFD/dc9wvVcvXqV+fn5sSFDhrCrV68yxvg9RPcc4QjUj9I21I/SLtSP0i7Uj9I2Wu9HUcwnN3PlyhVs374dL168gE6nQ3R0NPbv348WLVoAAHr27IlatWph0aJFSEpKwpgxY1C8eHGjOv7880/MnTsXvr6+6NmzJyZMmKDGqeQ4Hj9+bLTcrl07TJs2DQsXLkRUVBT27NljtP3DDz9EcHCw0TpqO8/gxIkTuH//PkaOHAnGGI4fPw6A+zoDQGpqKlq1aqVfFxAQoN93586dCAoKQpMmTQAAOp0OISEhyJs3r5vPImeyaNEinDhxAqtWrcL27dsxaNAgTJkyBQAPTJuamqp/nqanpwMAjhw5grZt2+LcuXPo3LkzJk2apA9GW6RIEfj7+6tzMjkI4f8+efKkPm7LkSNHAPB7KDU1Fa1btwZA9xxhGepHaRfqR2UfqB+lXagfpU2yTT/K7equHMrTp09Z3759WaVKldirr77KmjZtym7evMkYYyw8PJwtWrRIX3bLli2sbt267N69e0Z1pKamMsYYmzp1Klu5cqX7hM/hnDt3jrVu3ZoVKVJE/yVVyoQJE1i3bt1YUlKS7HZqO3WJiopiW7ZsYY8ePWKM8fvx/v37jDHG3n77bfbpp5+yx48fy+6bmZnJnj17xhYuXMhatGjBmjRpwrZu3eo22XM6Fy9eZKtXr9ZbLty9e5dduHBBv/3s2bOsefPmspYNjPF7r3z58qxo0aKsdevWbMmSJW6RO6cjtJtwn6WlpTHGGJsyZQrbs2cPGzNmDBs9erRsfB665wg5qB+lXagfpX2oH6VdqB+lTbJrP4osn9zEjRs3kJ6ejpMnT2LlypUoVaoUxo8fj4SEBAwZMgQLFy4EwFMctmvXDnFxcfr0lIcPH8aYMWMQGxsLAPjoo4/w6quvqnUqOQrGGBYsWIAWLVqgQoUKWL16tcl2gH+dO336NA4dOmS0/ciRI9R2KnLmzBm88sor6NWrFxYtWoSmTZviwYMHyJ8/P4oUKQIAaNOmDaKionDixAkAhjYVSE5ORmZmJqKiojBmzBjs3bsXbdu2dfu55DRevHiBoUOHolu3blizZg2aNGmCc+fOITg4GJUrV9Z/jdu1axcCAgJMLBsAIDExERkZGWjZsiX+/PNPbN++Ha+//rq7TyVHIW23hg0b4vz58/qv4VeuXIGfnx8GDx6M+/fv44cffsCiRYuM6qB7jpCD+lHahPpR2ob6UdqF+lHaJNv3o9TUfOUkZsyYwTp37qxfvnPnDmvQoAHbuHEju379OqtUqRL7559/9Nv79+/P1q9fzxjj2QbMBfMjXIeQ7SEqKooxxgNfVq9e3eTLgPA17oMPPmDDhg1j169f1/tOJyQkUNupREZGBnvnnXeM4kG0b9+ejRgxgjFm+IKQkJDA3njjDTZ16lSj/W/dusXGjx/PduzY4T6hCT0xMTGse/fu+i8+Y8aMYf369WNnzpxhjBniSvTr18/kK/jNmzfZhAkTqO1UwFy7nTt3jiUmJrLBgwczxhj7/fffWbFixVixYsX0774bN25QuxFmoX6U9qB+lLahfpS2oX6UNsnu/SiyfFKYzMxMAAatvzBt164dDh8+jISEBABA8eLFUbt2baxduxZlypTB+++/j88//xyzZ8/GoEGDcPHiRTRs2BAA4O/vj5IlS6pwNjkL4QuAgE6nAwCEhYUBALp27Qo/Pz/8888/RuV8fX0B8DaeM2cOGjVqhBMnTiAjIwN58+altlOBzMxMeHl5YeTIkRg5cqR+fYsWLeDj4wOA+7VnZGQgICAAnTp1wp07d7Bq1SrMmDEDcXFxCA4OxtixY/UxCwj3cuDAASQnJ6NYsWIAgAkTJiA1NRUHDhxAWloavLy8cPv2bcTHx+Pll19GbGws5s6dC4A/Xz/88ENqOxWQa7eUlBTs3bsXGRkZ2Lp1K4KCgrB06VIMGzYMbdq0QeHChQEAJUqUoHYjqB+lYagflX2gfpT2oX6UNsnu/ShSPilAUlISPv30U3Tq1Alffvklnj17pn/hCtPSpUujcePG+Pnnn/X7DRo0COvXrwcADB06FDNmzMDZs2cRGhqK3bt36y8kwnWkpKRg/PjxaNGiBcaPH4+bN2/KlhM6VMOGDcOff/6JuLg4o+1z587FmDFj8Omnn+Lq1auYO3cuvL299e1PuBYmMfEWTFPDw8Ph7++vH8xs2bIFtWvX1pfz9vYGAAQHB2PJkiUYMmQIzp8/D39/f/j4+CAwMNBNZ5BzuX//PgAgIyMDgKEtW7dujZ07d+oD1BYpUgR16tTB8ePH9fff7t27ceXKFYwbNw5du3bFxYsXkZaWRm3nBvbu3Wv0HLTWbqdOncKdO3fwxRdfYOPGjdi2bRs+++wz+Pv7IykpCYwx+Pr6UrvlUKgfpV2oH5U9oH6UdqF+lDbJsf0odQyusg8JCQmsc+fObMiQIezSpUusW7dubPjw4ezEiROMMZ6KVGDNmjXspZdeYi9evGCMcdO4Hj166M3qCPfz8ccfsz59+rCoqCj2+uuvszfeeIPt3buXMWbcdmIiIyPZP//8w1atWsU2bdrEGOOmxYR7ef78OZsyZQrr1KkT++STT9jt27dlywlm/1euXGENGjQwCWa6f/9+1qBBAzZp0iRKFetGoqKiWFBQEOvSpYvJNsEUvF27duy9997Tr7906RIrXbq0vg3r16/PihcvzmbMmEFt5wbS09PZV199xSpUqMAGDRrErl+/brTdXLtdvHiRhYaGGt17gruGuecskXOgfpS2oX6UdqF+lLahfpT2oH4UY6R8cgBxwx88eJD16tWLxcfHM8YYO3LkCAsPD2djx46V3bdr166sT58+7KuvvmK1atVi48aNc4fIhAThRdqmTRu2Zs0axhj3sf3888/Za6+9ZnHfzp07M51OxypWrMjWrl3rclkJU3bs2MHCw8PZO++8o8/S8eGHH7IHDx6Y3WfZsmX6+2316tVs9erVjDEmmyWCcD2HDh1iL7/8MqtVqxY7dOgQY8zw0hU4fPgwy5Urlz6jFWOMNWvWTJ8t6eTJk26Tl2Ds6NGjrGfPnuzs2bNG64XnqYC5drtx44ZseSLnQf0o7UP9KG1D/SjtQ/0o7UH9KIr5ZBdHjx5F27ZtMWjQIMyfPx8AkJqaiuvXr+POnTsAgFKlSiEoKAinTp3C6dOnAXAzOsFcdcGCBejbty8uXryIqVOn4ptvvlHnZHIYBw4cwPDhw/VZVHQ6HeLi4lC6dGmkpqYCAEqWLIn27dvj7t27OHjwIABD7AkASEhIwMCBA/HkyRNs2bIFly5dQteuXd1/MgS8vLzwyy+/4Ndff0V4eDjGjBmDPXv26DOvyLFkyRJcuHAB3bt3x7fffquPMZEvXz53iU2I2L9/PypVqoSePXvixx9/NNmemZmJunXr4o033sCHH36I8ePHo3bt2qhcubI+fkhERISbpc7ZzJo1C5GRkQgPD0d0dDT27NmDjIwMI7cYS+1WunRpACA3mhwM9aO0C/WjshfUj9I+1I/SHtSPAnSMSZx8CVmuXLmCQYMG4a233kJoaCjGjBmDvn37YsyYMXjjjTfw9OlTFC1aFOfOnUOnTp0QFRWFvn37ol27dmqLnqNJT0/HH3/8gU8++QQlS5ZEZGQkZs+erd/+zjvvoGTJkhg+fDgCAwNx//59fPvttyhVqhTef/99k/ru3LmDl156yZ2nkOM5cOAAlixZgn79+qFBgwYAeOrXXLlywdvbG15eXjh37hzef/99rFu3Dnnz5jWp49atWyhdujR69eqFt956C23atHH3aeRIpG2XmZkJnU4HnU6Hr7/+GjVq1EChQoUwYsQIrF69GkWKFEGePHn0L2IvLy8kJibiwoULWLRoETp16oT27durfVrZnoMHD+Knn37CgAED0L59e6SmpsLPzw9ff/01Hj9+jDx58mDDhg0oVaoUvLy88MEHH6BJkybUboRFqB+lTagfpX2oH6VdqB+lTagfZQF1Da88GyGmAGOM7dmzh7Vp00a/vHbtWta7d2+2detWxhj3d54+fTqLjY1ljDEWGhqqT2VJuJ+4uDjGGPeDPXXqFDt79iz7999/WefOndmxY8f05datW8e6devG/v33X/26rl27siVLlrhdZsKYtLQ09ttvv7HixYuzunXrsmHDhpmUEcxOR40axcaMGSNbj1CG7kf3YUvbderUiT169IhlZmay5s2bs9y5c7MPPvhABWkJMcuXL2dlypRhDRs2ZB06dDDa9sMPP7DXXnuNvfvuu4wxxp4+fcomTZrEWrRooYaohAagfpR2oX6U9qF+lHahfpR2oX6UZcjtTobp06cjMjISw4cPx9GjRwEAt2/fRsmSJfHw4UMAQKNGjVC1alV9uthGjRph1KhRKFGiBI4ePYp69eohJCREtXPIqUyfPh0RERF4++23sWnTJqSlpaFGjRoIDw9H2bJlUaZMGSxbtkxfvkuXLihXrhx++eUXHD9+HE+fPkViYiKCg4NVPIucjZDdQafToXbt2ti2bRu+/vpr3Lp1C8ePHwdgMOPX6XRITEzE9u3b8e677wIAnj17huTkZH19Op0OjDFUq1bNzWeS87C17aKjo1GgQAH89NNPqFq1Kp4+fYpSpUrhiy++0Jch3Ifg7gQAdevWxcqVK/HXX3/h8ePH2LVrl35b8+bNcevWLTx58gQAkD9/fjRt2hSFChVCQkKCu8UmPBjqR2kX6kdpH+pHaRfqR2kT6kfZDimfJMybNw+bN2/GihUrULJkSUyZMgXr169H06ZNcfToUdy+fRsAEBgYiKpVqyItLQ2xsbFIT0/H8ePH0bZtW7z11lto2bIlChUqpPLZ5CzWrFmDzZs3Y82aNWjfvj1+//13zJgxQ7+9VKlSaNSoES5cuIDz58/r10+cOBF16tTB+PHjUb16dbRu3RpNmzZV4xRyNPZ0eIUUwABw7tw5NG7cGImJiXj77bfxzjvv6O9TAS37RmsBe9suNDQUp06dwvnz57F48WKcOHECVapUwddff60vQ7iemTNnIiIiAgMGDMAff/yBR48eITQ0FJGRkQgKCkKLFi3wyy+/6MvXqlULffr0wZMnT3Dw4EHExcVh9uzZaNSoEcX8IPRQP0q7UD9K21A/SrtQP0qbUD/KAdQ2vVKblJQUo+VJkyaxyZMnM8YYS05OZj///DPr1asXS05OZgMHDmRjx47VmyL/999/LDw8nKWmpjLGGNu3bx/77bff3HsCOZgXL14YRfv/5ptvWP/+/RljjKWmprL169ezJk2asKioKH2ZCxcusCFDhrAZM2YwxphRFoHo6Gj3CE6YsHr1ata6dWt248YNNnfuXPbKK6+wL7/8Ur89MzOTLVu2jHXs2JGdO3dOv44xxkaMGMF0Oh1r3LgxmzZtmpGbB+F6HGk7xripsUB6ejq7cOECS05OdqvsOZmDBw+ytm3bsmvXrrENGzawvn37sqFDhxqVOXz4MKtZsyY7cuSI0fo///yT9enTh1WqVIl9/fXXJu9RImdB/SjtQv2o7AP1o7QL9aO0CfWjHCPHqkUvXbqEt99+G3369MG0adMA8GwqDx8+REhICFJSUpArVy40atQIefLkwdq1azF+/HicO3cO06dPBwBcuHABERERSEtLAwA0btwYb731lmrnlFO4dOkSBg4ciJdffhnjxo3DixcvAPD2K1euHJ48eQJfX1/Url0blSpVwsKFC/X7Vq5cGc2aNcPPP/+MsmXL4tdff8Xz588BQJ9BgHA9SUlJYKJcB1euXEHx4sURGhqKgQMHYsCAAdi8eTOuXr0KgH9xq169OkqWLInt27cDAGJjYwEAefPmxW+//YZ9+/Zh0qRJyJMnj/tPKAehRNvdvHkT+fPnB2MMGRkZ8Pb2RuXKlZErVy5VziknkJiYqH9XAcDZs2eRmpqKsmXLon379pgwYQK2bt2Kc+fO6cuEhYWhSZMm+OuvvwAAFy9eBAD0798fs2bNwsWLFzF+/Hj4+fm592QIj4D6UdqF+lHah/pR2oX6UdqE+lHKkOOUT+np6fjhhx/w6quvonz58vjiiy8wc+ZM/PTTT9DpdChTpgw2b96sfxFXrFgR5cqVw+XLl1GxYkVMmDABMTExqF27Nn755ReMHDkS/v7+Kp9VziAjIwMLFixAr169UKFCBSxYsABbt27Fd999BwAICgrCxYsXERMTAwAoXLgwGjdujHv37iEpKQkAsGrVKgwdOhRly5bFrFmzMHXqVNmsHoRrULLDO3v2bKSnp+Prr7/GoEGDVDqjnIOSbTdv3jy8ePECOp0O3t7eKp1RzkBot86dO+O9995DVFQUAP58rFChAu7evQtvb2+Eh4ejXbt2+P777/X7Fi5cGK+//joWLFiAsmXLYsaMGfo4BeQOlXOhfpR2oX6U9qF+lHahfpQ2oX6UsuQ45ZOPjw+Cg4P1X+AqV66MTz75BCtXrgQADB06FFevXsXBgweRlJQEf39/PHr0CA8ePAAANG3aFHPmzMGqVatw5MgR1KlTR83TyVF4e3ujaNGiWLVqFSZOnIjg4GCMHTsWa9asAQC8/PLLePHiBQ4ePIinT5/Cz88Pjx49gk6n03/FKVy4MDZt2oTt27ejY8eOKp5NzsIVHd6vvvoKPj4+qp1TTsFVgxUabLoWxhjWrFmD1157DRUqVMDGjRtx+/Zt/O9//0NqaioKFCiA5ORknDhxAgAPTvraa6/h9u3bePbsGQAe/6VDhw6oW7cuZs+ejV9//RUFCxZU8awIT4D6UdqF+lHahfpR2oX6UdqE+lGuIUcpnwQTxx49eqBs2bJIT08HwM3oWrVqBYBrIfv27YtFixZhyZIlYIzhwYMHqFmzpr6ePHnykGmxSrRs2RJhYWHIyMgAwAPq1atXDxkZGcifPz969uyJvXv34ocffkBGRgZOnjyJMmXK6Pdv0aIFGjVqpJb4ORbq8GoXajttotPpEBgYiKVLl2LixInImzcvhg4dip07d8LPzw+NGjVCgQIFcPDgQTx8+BBeXl6Ii4tDcHCwPlBpWFgY1q9fj+3bt6N9+/YqnxHhCVA/SvtQP0qb0LtYu1DbaRPqR7mGbKt8unHjBgDoX66AIVODv78/dDqdXtu/f/9+VKlSRV/uvffeQ69evbBq1SpUrVoVhQoVwmuvvWZSD+EaLl26BAD6Tq0Yoe2Em3rt2rWoUaOG3uT09ddfx8iRI3H+/HlEREQgICAA7733nvuEJ8xCHV7tQm2nTerUqYNKlSrpUy7nzZsXFSpU0FujdOvWDbdu3cL48eORmJiI9evXo0iRIggICAAAhIeHo3HjxmqeAqEi1I/SLtSPyp7Qu1i7UNtpE+pHuQD3xjd3LWlpaeyLL75ggYGBrFatWjbtc/LkSVauXDn98qNHj/Tzd+7cyVHR59UkPf3/7J11eBNZF8bfVChWKNLiWihOi7u3xd29WGFhgV2cxWWRRRbbRT7c3ZbFpbgvLkULFKfQoqV2vz+GJJNk4jOZJD2/5+nT0TsnmWRy77nnvCeBTZ06laVPn555eXmZdE5ERATLly+fav358+eqKg8fPnygeycDK1asYDt37lRVSuFX0VGi3Na6dWv2999/q7bHx8ezs2fPshYtWrDixYuzPn36sI8fP9rGcIKtW7eOHTlyhCUmJjLG6N45Cn///TebPn06u3z5MmOMqe4fH+W2Xr16sUmTJmnsi4iIYCEhISwgIID17duXRUdHS280YbdQP8pxoX6Uc0D9KMeF+lGOCfWjbIuCMZ7cvoPz9OlTTJo0CVWrVsW6devQu3dvtGzZUlUFQIi5c+ciPj4elStXxogRI1ChQgVMnjyZqgXYAMaYavbz69evGDRoEJo3b44xY8YgNDQUPXv2REJCgt589NWrV+Pu3bsIDg7GxIkTUahQIfz+++/ImDGjLV8GAeDy5cto1aoV/P394ebmBg8PD8yaNQtZs2ZFUlKSaoZVyZMnT1CrVi08evQIAPDixQtkypQJHh4eiI6ORurUqZNV5Qc52bRpEyZMmIBChQrBzc0NuXLlwsiRI+Ht7U33zo7Zs2cPhg0bhhIlSqBIkSLYsGEDjh07huzZswse//79e1SqVAnnz5+Hl5cXHj9+jEyZMiFdunSIjY2Fq6sr3N3dbfwqCHuD+lGOBfWjnAfqRzku1I9yTKgfJRPy+r6s48aNG2zBggXswYMHqm1v3rxh379/Z1OmTGH16tXTOUfpuUxISGDx8fHM39+fpUuXjtWtW5dt3rzZZrYnd8LDw1We4fj4eMYYY69fv2aMcR7oQoUK6ZyjvHfK/8HBwczV1ZU1aNCA7p2N0Z7NGTlyJJszZw5jjLFXr16xDh06sPbt2zPGuO+aNqtWrWIjR45kx44dY7Vq1WJ9+vRhUVFR0htO6NCqVSu2d+9exhhjt2/fZvXq1WO//vorY4zunT3TrVs3tmXLFsYYY+/fv2cdOnRgjx8/1nv8rl27WJ8+fdjevXtZcHAw69y5M3v27JmNrCXsFepHOS7Uj3JsqB/lPFA/yjGhfpQ8OKTzKT4+no0aNYrlzp2bdezYkTVo0ED1wFZy48YNVr58eXbo0CHVOUqUD/zExETWpk0bdvz4cdsZn8x5/Pgxa9KkCVMoFKxz586MMd0H8+fPn1m+fPnYtm3bGGOMxcXFqfYlJSWxxMRElpSUxAYOHEj3Tgb4HV5lSH7v3r3ZwIEDVcc8evSIubi4qDrCyntIHV550R5oPnnyhDVu3Jj9+++/jDHu+xUUFMTSpUvHYmJiGGN07+yBmzdvssmTJ7MrV66wL1++MMYYa9SoEWvdujV79uwZa9euHStdujTbt28f+/btG2NM8zePMcY6derEFAoFa9y4Md03gvpRDgz1oxwf6kc5LtSPckyoH2U/OKTzKTIyklWuXFn1Y7tnzx5WpkwZjR/Qr1+/spEjR7LmzZtrnJuQkMBq1KjBzp49a1ObCY7z58+zQYMGsbCwMObj48Pev3/PGNOdAfr9998F9Sbq1q2resATtkVfhzcxMZEtXryYde3aVSPPuWHDhqqZH8aowysn2gPN+vXrs7///pslJSWxPn36sGbNmrHr16+zuXPnsuHDh7NKlSqxqVOnqs6neycfU6ZMYXnz5mXdu3dnrVq1YgMGDGCMMXbt2jU2ZMgQ5u3tzYYMGcK2bt3KqlSpwkJDQ1XnJiUlqZ6x06dPZ2FhYbK8BsL+oH6U40L9KMeF+lGOC/WjHBfqR9kXDul8ev/+PStXrhy7evUqY4zzJI8cOVIVHq78goeHh7MqVaqwnTt3sj///FMlJEahjfKRlJSkev+Dg4PZoEGDGGOas3ZJSUksISGB5c2bl61fv55NnDhRNfOqnEUgbI++Di9jjB06dIiFhISwTZs2qbatWrWKtW7dWrVer1496vDKhNBAMyAggF26dIlFRUWx8ePHsyZNmrBOnTqx8PBwNmLECDZ//nzV+XTv5CEqKorVrl1bJeB8584dliNHDvbPP/8wxhhbs2YN69+/v+r4ixcvsnTp0qlmV7t37862bt1qe8MJu4f6UY4L9aMcF+pHOS7Uj3JMqB9lf7gYV4WyP16+fImSJUvi9u3bALhyld26dcOTJ08QHh6uKiH76tUrREREoFOnTnj+/DkKFy4MACSkKDGMMZw7d06wxK9CoVC9/0OHDsWaNWuQkJAAV1dXMMaQlJQEhUKB+/fvIyEhAaGhoXj//j0qVKgAAEiXLp1NXwuhply5chg1ahRq1KiBgIAATJ48WbWvbNmy8PPzw6ZNm/Dt2zcAQHh4OCpVqqQ6ZvPmzWjQoIHN7Sa40trx8fG4efMmAKB+/fqoV68exowZg4wZM2LcuHFYv3491qxZAz8/P1y+fBm+vr6q8+neyUPGjBnx6tUr1W9d4cKF0bdvX4wcORIAkJiYiO/fv6uOj4yMROvWrfH161cAwLx589CyZUvbG07YPdSPsm+oH+WcUD/KcaF+lGNC/Sj7w+6cT58+fcKQIUPw119/6T2maNGi8PLywvXr1/Hy5UsAQJo0aVCyZElV5YCIiAi0a9cOvXv3xrt37zBjxgykTp3aJq8hufL582f8/vvv8Pf3x759+zS+zEIEBgaiQIECmD59OgBodHZbtmyJXr164d27d/jzzz/h6elpi5eQ7GGMaXR2Ga8Ypr4OLwB4eXmhR48eiI2NRefOndG+fXvs2rULRYsWVZ1P91BatO8dH6GBZvfu3REREYHw8HAA3DP09OnTCAkJgUKhQKlSpVTn072TDsYYXr16JbjvzZs3CAwMxKlTp1Tbhg4dimfPniE8PBz58+fHrVu30L9/f/Tp0wdjx45F9erVkTZtWgDcPSWSH9SPclyoH+X4UD/KcaF+lGNC/SjHwq6cT7dv30bLli2xc+dO/PXXX4IfpKSkJABAUFAQ3rx5g40bNwIAMmfOjNevX6NYsWIAgLx58+LFixcYM2YMlfu1ARcuXECJEiVw5coV7Ny5ExMmTDD4hVX+GP/+++/43//+hz179qB///54//49smbNilu3bmHs2LF072zE169fMXHiRJQsWRKDBg3C6tWrAUBVwlkb7Q4vAPj4+GDt2rXo2bMnypYti0uXLqFu3bo2sT858+nTJ/z+++8oXbo0hgwZorp3iYmJqmP0DTRLlCihGmjeuHEDPXv2RNGiRbF7925kzZrV9i8mGfH161dMmjQJRYsWRWhoKEaPHg1A8775+PjAz88P9+7dw8OHDwEAbm5uaNCgAU6fPo1q1aph0aJFyJgxI/Lnz4+LFy+iS5cusrwewj6gfpTjQv0ox4b6UY4L9aMcE+pHOShy5PrxefPmjWr58+fPqnzYihUrsoULF+ocr8zBjI+PZwcPHmS5cuViQ4YMYQEBAaxLly4aQn2EtPA1H6KioliVKlXYiRMnGGOMPX/+nD148ECjJLMQf//9N1MoFCwgIEBV7lJbNJOQnlGjRrFu3bqxO3fusGPHjjEvLy926tQpwWOV9+fo0aMsT5487J9//mE///wz+/Dhgw0tJhhjLCwsjBUpUoT169ePXb16lS1fvpxlyZJF9b1jTP3M3L9/P+vevTubPXs2Y4yrsFOzZk325MkTWWxPziQlJbERI0awrl27skePHrFr164xhUKhqrCiPIYxxq5cucL69OmjITrbuHFjdu3aNZvbTdgn1I9yXKgf5TxQP8oxoX6UY0L9KMdFNufThQsXWJMmTVhAQAAbPHgwCw8PZ4xx1VUYY2zx4sWsUqVKRkUt//vvPzZ//nwScbMhJ06cYG3atGHVq1dnY8eOVd27MWPGsPr167PGjRuz0qVLs3bt2qnES4VYtWoVq1ChAjt8+LCtTCcEiI6OZrlz52avXr1SbStXrhxr2LAhe/bsGWNMuCMr1OElbMvXr1/Zw4cPVevr169nw4cPV3WUEhMTaaBpJ/AdBB8/fmR58+ZV3btLly6xfv36sU+fPjHG1GLPyuXbt2+zHDlysP79+7PSpUuzZs2aabRHJE+oH+W4UD/KuaB+lONC/SjHgfpRzoEszqekpCTWqlUrNn36dPbmzRv2008/sVq1aqk+MEqKFCnC1q5dq3pgx8fHs/j4eLZmzRp26dIlOUxP9kyZMoX5+/uzdevWsWvXrrEOHTqoKnFERESwoKAgVXWHd+/eMX9/fzZ58mTGGGOxsbFs8+bNbNeuXbLZn9wJCwtjTZs2ZefPn9fYXq9ePTZu3DjGGNeJ6ty5MytVqhQ7efKkYDvU4bU9+u4dY4y9ffuW9ejRg3l5ebHmzZuzPn366G2HBpq2RdtBcPv2bcYY951r2rQpq1GjBvPx8WFNmzZlAQEB7PHjxxrnKztP9+/fZ2vXrmX79u2z9Usg7BDqRzku1I9ybKgf5bhQP8oxoX6UcyGL8+nKlSusevXqGiGN5cqVY6tWrWJxcXGqbVOnTmUNGjRgjDH28uVL1fa///6bQlNl4tSpU6pSy4wxtn37dta4cWNVh1dZylLJ7NmzWePGjVXrmzdv1jmGsA3Lly9nlSpVYt7e3uznn3/WCOE/fPgwy507N+vevTvz9/dnGzduZFWrVmVTpkxhjHGhxdThlQ/te8d/djLGDUiU5ZljY2NZ+fLl2cSJExljjH379o0GmjIh5CCoVq0aS0pKYrGxsWz79u2sc+fOqt+9du3asV9++YUlJSWx+Ph4tnnzZlU5YILgQ/0ox4X6UY4L9aMcF+pHOSbUj3I+ZBEcL1asGG7duqWqDgBAVdXh27dvKhHFESNG4Pz586hQoQKKFCmiqjDw008/wcvLSw7Tkz2VKlVC6dKlER8fD4ATyPT19UXatGnBGEOmTJlUx965cwdHjx5Fv379VNtat26tcQxhOypUqID169fj3Llz2LdvH+7du6faV6dOHZw5cwbNmzfHzp070bZtW1SsWFEl2pciRQoAQJUqVWSxPbmjfe/4z07GGDw8PNCmTRsAgIeHB9q1a4dz584BAFKmTInPnz9rlPwlbMO1a9fw5s0bDBkyBN7e3vj7778RGxuL1atXw8PDA8ePH0exYsXg7u4OAOjYsSOOHTsGhUIBNzc3ANAos00QSqgf5bhQP8pxoX6U40L9KMeE+lHOhyzOJ3d3d7Rq1Qrz5s1TbQsNDcXZs2fx5s0bKBQKPHz4EJ07d1Yd++rVK41yo4Q8uLhwHxnll/zRo0eqH1KFQgHGGI4fP47g4GB069YNtWrVQmBgoGz2EmqKFi2KPHnyIH/+/ChcuLCqmoeSHDlyoFGjRsibNy9u3LiB69evo23btqr91OGVD0P3TruSzp07d3D8+HEMGDBAta1Pnz400JQBfQ6CHTt2IDY2FiVLlsTixYuRmJiI27dvY/Xq1ejSpYvKcUDfOUIf1I9yXKgf5bhQP8pxoX6UY0L9KCdErpCrkydPsnz58rEXL16otgUHB7OdO3cyxhh79OgRie/ZOdeuXWNly5ZVrSsFM0+ePMmWLFkil1mEAZRhxseOHWOFChVi9+7d09h/+fJl1qJFC1awYEE2f/58lpSURFVz7ARD9+7Lly/s4MGDrF69eqx8+fJs1qxZeisjEbald+/eGtoRnz9/ZtmyZWP3799njDHWpEkTVrduXVaiRAk2depUFh8fL5ephINB/SjHh/pRjgf1oxwX6kc5JtSPci7c5HJ6Va1aFVWrVkVoaChmzpyJEydOID4+HjVr1gQA5MuXD/ny5ZPLPMIAjDEoFAqcOnUKZcuWxeHDhzF27FjkyJEDW7ZsUd1bwv5wcXEBYww1a9ZE1qxZceTIERQsWBB37txBkSJF4OnpiU6dOqF58+Zym0pooe/ehYeHo1ChQoiLi0OrVq3Qo0cPuU0leHTq1AldunTBy5cvkS1bNqRJkwbFixfHzZs3UaBAAWzevBnPnz9H/vz55TaVcDCoH+W4UD/KcaF+lONC/SjHhPpRzoWCsR9xaTLw8eNHLFiwAPv370fatGkxbNgwVaeJsG/i4uJQunRpREZGIigoCP369aN75yAoO727d+9Gp06dkDlzZvj6+uLgwYM6oceEfaHv3h06dEhu0wgDdOnSBR8+fFA5CDZs2IAdO3Ygffr0cptGODjUj3JcqB/luFA/ynGhfpRjQv0o50FW55OS9+/fI2PGjHKbQZjJ5MmT0aBBA5QuXVpuUwgz2blzJ3777Tdky5YNo0aNQu3ateU2iTARuneOBzkICKmhfpRjQv0ox4V+ix0XuneOB/WjnAe7cD4RBGFbwsLCkCFDBvj7+8ttCmEmdO8cF3IQEARBOAf0W+y40L1zXKgf5fiQ84kgCIIgCIIgCIIgCIKQDBe5DSAIgiAIgiAIgiAIgiCcF3I+EQRBEARBEARBEARBEJJBzieCIAiCIAiCIAiCIAhCMsj5RBAEQRAEQRAEQRAEQUgGOZ8IgiAIgiAIgiAIgiAIyXCT2wCCIJI3efPmhYeHB1KmTIkvX76gWLFiGD58OCpXrmz03J07dyJr1qyoWLGiWdds0KABXrx4AQC4du0aihcvDldXV3h6eqJjx4749OkThg4datHrIQiCIAiCsBXUjyIIwlEg5xNBELKzadMmBAQEAAC2b9+OBg0a4MCBA6hQoYLB83bu3ImAgACzO0179+5VLSsUCpw8eRJeXl7mmk0QBEEQBCE71I8iCMIRoLQ7giDsihYtWqBPnz6YOXMmAODIkSOoVKkSSpUqhWLFimHZsmUAuI7P7t27MWPGDAQEBGDp0qUAgDVr1qBChQooXbo0qlevjmvXrpl1/fHjx+OXX34BAKxcuRKBgYFo3749ihYtisqVK+P27dto3rw5ihQpguDgYHz+/BkAEB8fjxEjRqB8+fIICAhAmzZt8OHDB5HeFYIgCIIgCONQP4ogCHuFIp8IgrA7KlSogN27dwMASpcujVOnTsHV1RXv379HqVKlULduXTRo0ABNmjRBQECAqpNz+vRpbNiwASdOnICHhwdOnjyJDh064NatWxbbcvHiRdy4cQO5c+dG586d0bhxY5w5cwZZsmRBo0aNsGrVKvTr1w8zZsxAmjRpcOHCBQDApEmTMHr0aPz1119Wvx8EQRAEQRCmQv0ogiDsEXI+EQRhdzDGVMtRUVHo0aMH7t27Bzc3N0RFReHmzZvImTOnznm7du3CtWvXNMLM379/j2/fviFVqlQW2VKpUiXkzp0bAFC2bFnEx8cjS5YsAIBy5crh/v37ALjQ9ZiYGGzbtg0AEBcXh7x581p0TYIgCIIgCEuhfhRBEPYIOZ8IgrA7Ll68iOLFiwMA+vTpgwYNGmDbtm1QKBQoXbo0YmNjBc9jjKFr166YMmWKaLakTJlStezq6qqznpCQoLr2/PnzERwcLNq1CYIgCIIgzIX6UQRB2COk+UQQhF2xa9cuLFy4EIMHDwYAfPjwAXny5IFCocCJEyc0tAfSpUuHmJgY1XqTJk2wdu1aPH36FACQlJSES5cu2cTuZs2a4c8//8TXr18BAF+/frUqTJ0gCIIgCMJcqB9FEIS9QpFPBEHITtu2bVUlgosWLYq9e/eqQr6nTZuGvn37YtKkSQgICNAIBe/cuTNCQkKwc+dO9OvXDz179sQff/yB5s2bIyEhAXFxcWjYsCHKli0r+WsYPnw4vn//jgoVKkChUKi2FStWTPJrEwRBEASRfKF+FEEQjoCC8ZOCCYIgCIIgCIIgCIIgCEJEKO2OIAiCIAiCIAiCIAiCkAxyPhEEQRAEQRAEQRAEQRCSQc4ngiAIgiAIgiAIgiAIQjLI+UQQBEEQBEEQBEEQBEFIBjmfCIIgCIIgCIIgCIIgCMkg5xNBEARBEARBEARBEAQhGeR8IgiCIAiCIAiCIAiCICSDnE8EQRAEQRAEQRAEQRCEZJDziSAIgiAIgiAIgiAIgpAMcj4RBEEQBEEQBEEQBEEQkkHOJ4IgCIIgCIIgCIIgCEIyyPlEEARBEARBEARBEARBSAY5nwiCIAiCIAiCIAiCIAjJIOcTQRAORdq0aREWFibb9cPCwqBQKJCQkGDS8X369EHPnj0ltsq+iI6ORt68efHs2TOTz+nfvz/Gjx8vnVEEQRAEYedMmTIF/fr107s/ISEBCoVC1n6QuYjRb9u2bRtq1aoljkFmIsd7fvr0afj7+yMpKUnvMVWrVrV5vykpKQkBAQEO9fkj7AtyPhGECKRNm1b1lyJFCri6umpsO3nypNwmikbNmjUxevRo2a7/+fNn1KxZ0+Lzx48fj6pVq2ps+/PPP5EuXTrs3r3bSut0WbRoEZYuXSp6u0rWrVun8VlzcXFBypQpVevFihUT5ToRERFQKBR48OCB0WMnTpyIZs2aIVeuXACEHXZhYWHImDGj6rM0ZswYzJkzB8+fPxfFXoIgCMJ6qH9jO169eoUZM2Zg3LhxstkgBeb224TuQ8uWLRETE4Nt27ZZbMfJkyc1Pruurq5IkSKFxjZ7oX///pgwYQJcXGw7VE9ISMDs2bNRqlQppE2bFpkzZ0aZMmUwe/ZsxMXFwcXFBRMmTMCAAQNsahfhPJDziSBE4PPnz6q/YcOGoVq1ahrbqlWrJreJRomLi7Pp9eLj4216PSGSkpLQv39/TJ8+HUePHkWTJk3kNslsOnbsqPFZy549OxYtWqRav3Xrlk3t+fjxI/73v/8hNDRU7zFr165Fo0aNMGvWLEyePBkA4OPjg+DgYPz999+2MpUgCIIwAvVvzMfS/s3ChQsRFBQEHx8fkS1yDnr27InZs2dbfL72Z7dSpUr47bffNLbZA8eOHcOrV6/QuHFjm143KSkJTZs2xd9//43ff/8dr169wtu3b7F06VJcvHgRL1++BAA0atQI7969w6FDh2xqH+EckPOJICQmNjYWv/32G3x9fZEhQwZUr14dV65cUe1XRuKMHTsW2bJlQ7p06TBs2DB8+PABbdu2Rfr06ZE3b17s2rVLdc7KlSuRM2dOzJ07Fzlz5kSmTJnQvXt3jR/O6Oho/PTTT8iTJw8yZcqEBg0a4NGjR6r9ISEhaNOmDX766Sd4e3ujadOmAIDQ0FDkzZsXadOmRb58+TBu3DhV2G+fPn1w8uRJ/PHHHxqzRELRRCEhIejUqZNqPW/evBg3bhzq1asHT09PzJo1CwCwevVq+Pv7I3369ChWrBg2btxo8P1UKBQ4fPgwAHVEzdatW+Hn5wdPT08EBQWZFD3z5csXNGvWDEePHsX58+dRtmxZ1T5Tbbp37x5cXV3x5MkTje1NmjRRzQoJvQ8TJ05EgwYN4OnpCV9fX+zYscOovdaifP9r166NtGnTonjx4jhw4IDGMStXrkTx4sWRLl06FC9eHKtWrVLtU0ZQ+fv7I23atOjTp4/gdQ4ePAgvLy8ULVpUcP+kSZPw888/Y+fOnejWrZvGvnr16mH79u3WvEyCIAjCRlD/hkOs/s22bdtQt25djW1v3rxBixYt4OXlhfz582PTpk06550/fx41a9ZEpkyZkCdPHowZM0YVaTx48GC0b99edWy3bt3g6uqKDx8+qM5NkyYNvn//LmhTzZo18fPPP6NFixbw9PREgQIFsHr1ao1j/v33X5QpUwbp06eHn58fZs6cqZEuZk6/Td99ALg+wpkzZ/Dq1SuD76O1yP2eb9u2DXXq1IGrq6tqW0JCAoYNG4asWbPC29sbI0eO1Dnv+fPn6NChA3LkyAEfHx+0b98eb9++Ve1//fo1mjVrpnpd69at00gn3LhxIw4dOoQ9e/agQYMGSJs2LRQKBUqVKoUNGzYgT548AABXV1cEBgZSf42wDEYQhKiMGjWK1ahRQ7XetWtXVqdOHfbs2TMWHx/P5s+fz7y9vdmHDx8YY4yNGzeOubm5sTlz5rC4uDh24cIF5ubmxsqUKcNOnDjBEhMT2axZs1iGDBnYly9fGGOMrVixgrm6urKQkBD2+fNnFhkZycqWLct69uzJGGMsKSmJ1axZk3Xo0IFFRUWx2NhYNmzYMFakSBEWFxenssvNzY0tW7aMxcXFqdr+3//+x169esWSkpLY2bNnWcaMGdmiRYtUr6dGjRps1KhRGq953LhxrEqVKhrbunbtyjp27Khaz5MnD8uSJQs7c+YMS0pKYl++fGErVqxguXLlYhcvXmSJiYns5MmTzNPTk508eVLv+wuAHTp0iDHG2LFjxxgA1qFDBxYdHc2io6NZ5cqVWZcuXfSeP27cOFakSBFWpkwZVqtWLdV9UGLMJuU14+PjGWOMVatWjY0bN051/vPnz5mrqyu7du2a3vchV65c7PLly6p76+npyWJiYvTabA45cuRgK1as0NmeJ08eljlzZnbq1CkWHx/Pli5dylKkSMEePXrEGGNs69atzNPTkx0+fJglJCSwQ4cOsTRp0rAdO3Ywxhh7/PgxA8Du379v8PrDhw9n9erV09imfM86d+7McuXKxW7cuCF47sWLFxkA9unTJ/NfOEEQBCEp1L9Rv26x+zdfv35lANi5c+c0tgcFBbG6deuyqKgoFhUVxRo2bMgAsGPHjjHGGLt79y5LkyYN27BhA4uPj2cRERGsZMmSbPLkyYwxxvbt28cyZ87MkpKSGGOMZc+enRUsWJBt3ryZMcbYpEmTdH6z+dSoUYOlTJmS7d69m8XHx7N///2Xubu7s1OnTjHGGLtw4QJzd3dnmzZtYvHx8ezSpUssW7Zs7M8//1S1YW6/Teg+KEmTJg37559/9NprDlWqVNHovymR+z2vUKECmzZtmsa233//neXJk4fdunWLxcbGstGjRzM3NzeV/bGxsaxQoUJs8ODB7PPnz+zTp0+sU6dOLDAwUNVG7dq1WaNGjdj79+/Z+/fvWZMmTTReV4cOHVjlypVNeu9mzJjBypQpY9KxBMGHnE8EITL8ztm7d+8YAHb37l2NYwoUKMDWrFnDGOM6Nvnz59fYHxAQwEJDQ1XrynauXr3KGOM6Zy4uLiw6Olp1zN69e5m7uztLSEhgly9fZu7u7hqD+ISEBJYyZUpVx6dr166sYsWKRl/PgAEDWIsWLVTr1nTORowYoXFMiRIlNDp+jDHWs2dP1qNHD732CHVinjx5otq/YMECVrhwYb3njxs3jnl6ejKFQsFWr16ts9+YTdrOp1WrVrHcuXOzxMRExhhjkydPZuXKlTP4PkyYMEG1/vnzZ8EOp6UYcj4NGjRIY1v58uXZxIkTGWOMBQcHs19++UVj/4ABA1jdunUZY6Y7n3r16sXatm2rsU35nqVLl4717NlT1SHT5t69ezr3kyAIgrAPqH/DVO2L3b95/vw5A8Du3Lmj2hYZGckAsOvXr6u2Xb9+XcNh0L9/f9auXTuNttauXct8fX0ZY5xTy8PDg126dInduHGD5cmTh82ePVtlR7Vq1djs2bMFbVK+J/z3iDHG2rRpw7p3784YYyw0NJQ1a9ZMY//s2bNZoUKFVOvm9tsMOZ+yZ8/OVq1apddecxByPtnDe16wYEG2cOFCjW0FChRg8+bNU60nJCQwb29vlf3btm1j2bNn1+hfKV/Ls2fP2LNnzxgAduvWLdX+GzduaLyuwMBA1qZNGwPvmJolS5awfPnymXQsQfBxkzy0iiCSMUpx5goVKmhsj4uLQ2RkpGo9W7ZsGvvTpEmjsS1NmjQAgE+fPqm2ZciQAenTp1et58uXD/Hx8Xj9+jXu37+PhIQE5MyZU8cmfgWyfPnyaexjjGHKlClYv349Xrx4AcYYYmNjUa5cOZNfsyG0r3f//n0MHjwYw4cPV21LSEhA9erVzWo3e/bsquU0adJovE9ClCxZUlWF7suXLxopZOba1Lp1awwYMACHDh1CcHAwli9frnGuKfYC0Gtz/fr1VYKu1apVw759+wy2bQjt9z9fvnyqz8OzZ8909AUKFChgdk5/xowZ9Va5O3r0KBo1aoSuXbti+fLlcHPT/AmKiYlRtUEQBEHYL9S/0cTa/k2GDBkAqH8HAajeR37bQtc5duwYvLy8VNuSkpJUaW+pUqVC1apVcfDgQXh4eCA4OBjBwcGYPXs2Pn36hHPnzmHhwoVmvbZ8+fLhv//+A8C959pp9gUKFMDTp08Ntmluv01JTEyM3j5Cnz59sHbtWgBAnjx5LNK8tIf3PGPGjBqfA6VdfDtcXV2RO3duDZtev36t+hwp8fDwwNOnT1UpfMrUOYBLF+Xj4+ODiIgIvXbxMXQfCMIQ5HwiCAnJmjUrAOD69esaPxJi8OHDB8TExKg6aBEREXB3d0eWLFmQNWtWpEiRAm/fvoW7u7veNrSraGzcuBFz5szB/v37ERAQAFdXVwwcOBCXL1/Wew4AeHp64suXLxrbXrx4oSOaqX1u1qxZMWHCBHTp0sW0Fy0inTp1QoYMGdC6dWtERUVh1KhRFtmUKlUqdOjQAUuXLoWbmxtev36tketvLdY4m7TR7lRERESgQYMGAIBcuXLh4cOHGvsfPnyo+tyaWnGlTJkyWL9+veA+f39/nDp1CkFBQWjRogU2b96MlClTqvbfuHEDhQoVsquKMwRBEIQu1L8Rt3+TKlUqFC1aFLdu3VI59JQOtoiICBQvXly1rH2dDh06YPny5XrbDgoKwv79++Hh4YFevXqhWLFiYIzh77//hre3t9GquEJ9B6VtxvoOlqCvv/H48WN8+fJFQ6OTz6JFi7Bo0SKLrwvYx3tepkwZHcdZzpw5NexITEzUcLZmzZoVefLk0bkXSpROtSdPnqichdp6pQ0bNkRISAjCw8NRqFAhvfYBXH9N330gCEOQ4DhBSEiePHnQrFkz9OvXT/WQ//TpE/bt26eqGmEpCoUCgwcPxpcvX/DixQuMGzcOnTt3hqurK6pWrYrixYvjp59+wps3bwBwnblt27bh69evetuMiYmBm5sbfHx8oFAocOzYMdUskpKsWbPi3r17GtvKli2LGzdu4NSpU0hMTMSWLVtw4sQJo6/hl19+waRJk3Dx4kUkJSXh+/fvuHjxokZnUEoaNmyIgwcPYsaMGRg0aBAYYxbZ1LNnT+zevRt//PEH2rRpA09PT5vYby6rV6/G2bNnkZCQgJUrV+LKlSvo2LEjAO41LF++HGFhYUhMTMTRo0exbNkyVdU6b29vuLi4IDw83OA1goOD8f79e9y5c0dwv6+vL06fPo2IiAjUrVsXHz9+VO3bv38/mjdvLtKrJQiCIKSC+jeGsaQv0aJFC41CIDly5ECdOnVUIu0fPnzAb7/9pnFO3759sXXrVmzZsgVxcXFITEzEgwcPsH//ftUxwcHBOHPmDE6fPo06deqotk2dOhVBQUFGX8vevXvx77//IjExEfv378eOHTtUBUO6d++Of//9F9u2bUNiYiKuXLmCGTNmGKx4awyh+wBwfYSKFSuqHJ9SYA/veYsWLXDkyBEkJiaqtnXt2hWzZs3C3bt38f37d0ycOBHv37/XOCc+Ph5jxoxRRU29efNGJZaeM2dO1KxZEyNHjkR0dDSio6MxevRojeu2a9cOgYGBaNy4MQ4cOIAvX76AMYYbN26gc+fOqu95YmIiDh8+TP01wiLI+UQQErN+/XqUKVMGQUFB8PT0RKFChfC///0PjDGr2s2aNStKlCgBPz8/FC9eHEWKFMGcOXMAcOG4hw4dQurUqVGhQgV4enrC398fO3bsgEKh0NtmSEgI6tSpgxIlSiBz5sxYtGiRRkUXgKviER4ejgwZMqhCjmvUqIHffvsNLVq0gLe3N8LCwtCyZUujr2HgwIEYP348+vTpg4wZMyJHjhwYOnSoziyjlFStWhXHjx/Hhg0bEBISgn79+pltU+nSpVGsWDEcPHgQPXv2tJnt5tKnTx+MGjUKXl5emDFjBnbs2AFfX18AXPrgrFmz0LdvX3h5eaF///6YO3cuWrRoAYCblZ0yZQp69uwJLy8v9O3bV/Aa6dOnR8+ePbF48WK9dmTLlg3Hjx9HQkICatasiTdv3uDt27c4cOAA+vXrJ/4LJwiCIESH+jf6saR/07dvXxw8eBCvX79WbVu7di1SpEiBvHnzonTp0mjbtq3GOeXKlcOhQ4fwv//9Dzly5ECmTJnQqlUrjaiWgIAAeHl5oXjx4qrXVbduXcTExCA4ONjoa+nevTuWLVsGLy8v9OvXD4sWLUK1atUAcGmXW7duxe+//66KJh8wYAAGDhxotF19CN0HAFi6dCkGDx5scbumIvd7XqdOHfj4+OCff/5RbRs+fDhatGiBGjVqIGfOnIiLi9NIefX09MTZs2fx9OlTlChRAunSpUPlypU1HKXr168HYwx58uRBqVKl0KRJEwBQRaC7uLhg9+7d6N27N4YPHw5vb294e3ujW7duKFOmjCpd9t9//0XGjBlN+uwQhDYKZu0vBEEQNmflypUYPXq0hq4CQRgib968GD16tE2cYx8+fEBAQABOnjxpcuj9gAEDkCFDBkyYMEFi6wiCIAh7Jbn3b37//Xe8ePECf/31l9ymAABq1qyJqlWrYvLkybLasX37dsybNw9hYWGy2mErTp06hX79+uHKlSsmyx6Yy9WrV1GqVCm8ePFCR5tNH0lJSShTpgxmzZqF2rVrS2IX4dyQ5hNBEAQhKhkyZNDREjDGvHnzJLKGIAiCIBwDpf4koUmLFi1UkdjJgapVq+LatWuitnnz5k3ExcUhICAAL168wKBBg1CrVi2THU8AFx115coVUe0ikheUdkcQBEEQBEEQBEEQTkpMTAzatWsHT09PlClTBpkzZ8a6devkNotIZlDaHUEQBEEQBEEQBEEQBCEZFPlEEARBEARBEARBEARBSAY5nwiCIAiCIAiCIAiCIAjJIOcTQRAEQRAEQRAEQRAEIRnJrtqdh4cHvL295TaDIAiCIAgb8/btW3z//l1uMxwa6kcRBEEQRPLE2n5UsnM+eXt7IzIyUm4zCIIgCIKwMTlz5pTbBIeH+lEEQRAEkTyxth9FaXcEQRAEQRAEQRAEQRCEZJDziSAIgiAIgiAIgiAIgpAMcj4RBEEQhBnknJ0TigkKJLEkuU0hCIIgCOdk0CCgQAG5rSAIQkTI+UQQBGFDklgSEpMS5TaDsILnn54DAL7EfVFte/X5FX478pvGNoIgCIIgLOTPP4GHD+W2giAIESHnE0EQdkdCUgJWXl2J6NhouU0RnZILSyLt1LRym0GITOg/oZh6airmnJsjtykEQRAE4fxcvQpQ9VKCcCjI+UQ4FF/jv8ptAmEDBu4biG67uiF4TbDcpojOrbe3EJsQK7cZhMj8c+8fAMCVV1dktoQgCIIgnJgLF4AxY4BSpYCePeW2hiAIMyDnE+Ew7Lq7C2mmpMH88/Nx++1tuc0hJOTvS38DAC6+uCizJZZz4MEBHHl0RO/+66+v29AaQgqOPzmO7Xe2AwA8U3gCANKmcI6otpjYGMQnxsttBmElsbGxaNasGfz8/ODv74+goCA8ePAAAPDmzRvUq1cPBQsWRPHixXHixAmZrSUIgjCBChWAyZO55Z07ZTWFIAjzIOcT4TBsurUJADBg/wAU+7uYzNbIx/XX17E7fLfcZhBGqLeuHgLXBOrd77/I34bW2JYP3z5g+ZXlSEhKkNsUSWm8oTFabm4JAPgU9wkAcOH5BafQ9PKa7oWifxc1elyj9Y1Q9C/jxxHyERoaivDwcFy7dg1NmzZFzx+RAiNGjEDFihVx//59rFixAh06dEB8PDkcCcJh+PYNOH1a//4XLwDGbGcPYT5xcZbdo6go4L//xLeHICSGnE+Ew/DfS3rIApzTounGpnKbQSRzGGMYe2ysYARXz396osfuHlh7fa0MlsnLnXd3MC5sHHbc2YFxx8bJbY5VPHj/wOgx/97/F3fe3cHzj89tYBFhLilTpkSDBg2gUCgAABUrVkRERAQAYPPmzejTpw8AoFy5csiePTuOHz8ul6kEYRsYA+bPB547+DMrLAxInRqoWhU4fFh3/7lzQI4cwPDhNjdNFJKL08zDA3CxYDhevDhQpgzw1QnkSD59Et6ekAA8fWpbW6QkOho4oj8jIrlAzicn5+2Xt3KbIBrhUeFym0BIxLOYZ1BMUCAsIkxuUwgT+e/lf5h0YpJgBJcyFe1ZzDNbmyULd97e0Vj//eTvaLG5BSaemAjmgB1oS343viV8k8ASQmzmzp2Lpk2bIioqCvHx8ciaNatqX968efHUmTr6hDBXr3LRFsmVgweBAQOAevXktsQ6atVSL4cL9I/Pn+f+r1ljG3vEJilJbgvk5e1bzrF4+bLw/levuP+OGq36/Dlw4AAwdSqQLp3w6wwMBPLkAX5MmDg8detyr+nGDbktkRVyPjkxf134Cz4zffBP+D9ym0IYwBEHp9byPeE77kXdU6233doWAFBrVS19pxB2hinOhhtvkscPrKH0NEfULbv//r7cJhASMGXKFDx48ABTp04167zZs2cjZ86cqr/Pnz9LZKEMvHoF9O7NDfSSA2FhnEhzv35yWyItT57oj5j48IH7f/Om7eyRGqHIEWXf8kfUo8Nhat/YmZ5HfBYt4lIqy5blnKXR0cLHubnZ1CzRKF6ccwBPmMCth4Vx/xMTue8mY4AyEvfxY1lMtJqlS4FZs9TrFy5w/1++lMceO4GcT07M5tubAQAHHx6U2RJCH73/6Q2XiS5IYslrhqf1ltYotKCQKq3nbORZmS0ixGDb7W248pKqvWX3zK5a/p5AZaAJ+Zk5cya2b9+Offv2IXXq1MiUKRPc3NzwSjl7DiAiIgK5c+fWOXfQoEGIjIxU/aVN6xyi+gCAX38FliwBxo6V2xLp2bdPHS2zZ4+8tkhN3rxcxIQQvM+806CMcnImknvkE99BMX8+kCGD8HEnTgAdOnBOG3vnxQv1fVU6077/6CMpI/S6dAFKlAB69VKfZ0laoj3QqxcwZIju9n37bG+LHeGgd5MwBWeKqLn77q7cJkjCkv+WAIBTCBQrMfa5+xr/VVWW/vEHB53NEImbbxx35lXoPrfa0gqll5SWwRrp2HV3FxQTFBqResbI4ZlDtcxg38/hb/Hf8PPen/Hw/UO9x3yOE55Zfv/tvcb6rru78PH7R1HtI6xn9uzZ2LBhAw4dOgQvLy/V9tatW2PRokUAgIsXL+L58+eoUaOGTFbKREwM9//H+4CDB4HISPX+RYs455Qz0KCBevnzZ+DUKc39798nDwHjX3/VXNenN2OvMKYbCRITw4mPKxTA6tXctrs/+s2OGmXhRGMYs0lKAhYuNO3YBg2ADRuAS5ektcka4uOBgQM5DbIfBS90uHaN+79+Pfd/2TL1PldXae2TAkOf3zlzbGaGPULOJyfmS/wXAEBCUgJuv70tszXmwx/cFvmriIyWSI+9D1BNZcONDXCZ6ILwd8L6XEceHUGaKWl0tqf3SC+1aXZBiYUlNNYbrGug50j7J5EZd5gqFArEJTq2tsjQQ0MBAJtuctU2TXHqv/rsODPrK6+uxF8X/0LzTc0F9085OQWeUz3RZ08fnIs8p7HvS9wX1fLhR4fRbFMzpJ+WPL7LjkJkZCQGDx6M6Oho1KpVCwEBAahQoQIAYPr06Thz5gwKFiyIkJAQrF27Fu7u7jJbbGPu8ia2YmI4TY4CBdTbfvqJS8tzRF69Anr04JwS2nz+DFSrBjx4wOmpKBRApkycgPGXL7rHOyraDjZt7tzh9GZGjbKNPWKwYQOQP7/mtgsXgClTuOWuXbmBr75IGUchOTifhF7j/v2WOVvsOVJs2TJg3jxuecUK/cfpi0p0hMinuDgupVkZwaWtq5ccPs8m4gB3k7CExKREVXW4RZcXodjfxXDyyUmZrTKdQQcGwWWii1OnrMQnmi8S+C3evkV9fzv6GwBg592dgvt33N2hsa6swOSV0stgu5++f7L7124K2pFO+iJKHIGl/y01esyOOzvgMdkD/9771wYWScPXeK6SjDLK58LzC0bPefbRcYTWlZMUH2I/CO4fdZQblC2+vBiVllXS287VV1dFt42wnpw5c4IxhocPH+Lq1au4evUqzv9I0cmSJQsOHjyI+/fv49atW6hVKxlq7vEjSJTaMd8F+h2TJ9vGHjHJlg1YvhwIDtZ/zMuXwM6dmtsOHZLULJtSrRr3nzFO6LdLF839I0Zw/83UQZOVo0d1tzVrBlzhpby7uGg6HR1R04zvTOF/J/UJcDsSo0cDw4YJO4wWLNB/3v0feowPBCrR2rPz6cUL046rXFl4+0P9kdl2w61bXDGHLl2AOnU0nU+M6b42Fxfn1SszAjmfnJT4JF3HhlBJdHvlz3N/AgCOPhb4kf3By0/qUOJ7Ufew4cYGye0SkwLzCxg/SAtHEXBWOpXuR93XuE/aUSOvP78GADyJeWKwvXTT0iHDdMeZxTM15VU74i0mNsZh9L9M+Swqn0Prb66X2hzJeP6JK8c95/wcRERHICI6Ql6DJEIB00Rp9aUIO1OaN+GkvHxpWBclZ07NdX4ay5gx0thkCwxF/+zfD5w5o7lt5kxp7ZEaoUivceO4Eufald927+b+O9Lz655ACvh//wH/ak3yPONNgjhi6h3/nvCXnSFl6fffgRkzNJ9HytdoyCExfDgXmViwoO6+Fy+EPxv2gKnfL33C4vwUPHvlPq9Qy9GjwJYt6vXNm4FzmpHjYAwIDeWW4+PVz63TpzmBeUd6JpkJOZ+SEQoHrHhx/MlxPIkWdkzEfI9RLRdaUAgdtnfAh2/Cs/f2yNMY3UosMbEx+Pj9o96IrwpLK6iWRxwegQ03NuDTd/vTKzgWcQyKCQr4LfBD9tlq8WVtx8rkk7qzyfoiS74nOk4UXEJSgtnHRcdGw2u6F1pubimVWaJijrPB1PfD3qmzug5ypstp/EAelkQ4yo2he8uPajzzTD1oNSUNkyBkY+ZMIHt2LiXJVMqV01wXijZwdKZM0RwkAdzgx5FQKLi/W7eAhg2B1Kl1jznrREVNTgpkMdy5o7vtH16la0cQo9aGH8nD/036KKAraM9RP4b4+lW9rHwNygpvQuzYoV+jrE0boFAh8WwTE+0+RbyZ/SJHuL/aqZJ8oXGhaEUAeM5NbiJFCvVzq2pVTmD+hmMEG1gCOZ+cjIfvH+Lss7MOPdh7FqOerVFAgRorhQVQhQZIjq4v4zXdC+mnpUfK31MaPXb66enosL0DWmxuYQPLTEMZFbL/wX7B/dqRPkKfU76DDXDQwbuJGl78tDtlhJi+lEV7gTHG/ZmhU7b51mb02NVDQqtsw6MPj8w+R1lUwFn4FKfu+PI1oJZdcYCZSSL5MpTTbsO6deptUVHmtbHecSM4kwXFiwN79wrve/3atraIhbZujDnwB/ilS3O6UGvXWm+TreD38fnOB6H35OJF9fJ//+mPoLE3+MUNHMHBYina47UUKcw7/7YD6Bbnzau5nsAb3+i7t4mJwKRJ6vX69dXL5jroHAhyPjkIrz6/0kl3YIxhwL4BqoH+uchzKDC/ACovrwzPqZ5ymCkKSg0SAHBRuOhNybr04pKGowpwzOguwHCkQdTXKCgmKPD7id8F9x9+dFgqs0RD6ZSyJKVs4SUTK37YEeZEBRX5qwgSkhLw4pOJOfEy4zLRBS4TXcxOs1p+dblEFolLbEIsZp6ZiaivugNTBRRmP2Oef3wulmmSIHQfDTkW+c9cZymUQCRDJkwA2rfXv/+mQCXSceN0t61cqb96E2E/mBJF8PkzMH26ugS83GzbBnh4cP/FoEIFoHNncdqyBX/8oV6+eJGLbouIAHLl0j22YkUujQ3gRPO1BdntFb4TRqzoNHtM17LWsWbuRIEcaPcN+Wnc+l7/x4/A2LHq9f28iXtHjFY0EbtwPgUHB6NkyZIICAhAtWrVcOWHaN79+/dRuXJl+Pn5oVy5crh165bqHEP7nI2nMU+RbVY2dNzeUWN71LcozL8wH/XX1cfX+K8GxWAdCf5gyNVFf8WHLju7IPec3LYwSXRMqYa1594eAEC/vf0AAKOPjZbUJik5+PAgAMt0YQbuHyi2OaLCGMPbL5pintNOTTP5/Lvv7mLE4RFosN7+K9/x719sQqyMlkjH3xf/xtBDQ9F7j26FKwamNw04uTA2bCy23d6GhRcdzylMECrGjzcsrL1okfD24cO5gZByYNCtm/3pkVy6pJnOAzjfQObKFU5Q/bqIWqaNG3MC5MooOTlJSABateKWW7XinBRv3wJt28prlxQcOaKr4zRxIqeLpERZDCFfPuB//xNuZ9gww5XU7BG+vppYkU8XLmhG3TgL27erHWtnzwKzZ8trjzYHDmiu81Nhl+uZfDXkFHfiSDi7cD5t3rwZ169fx9WrVzFo0CCEhIQAAHr37o3Q0FDcu3cPw4cPV203ts/ZuBfFCchturVJYzs/ikSofL02pgrKys27r+9Uy45is7n0+qeXxjoDw4P3mnoSnbZ3AmBcjNsR2H5nOwDdSAlHEdc2xNhjY+Ez00dDq2r88fE6xwlF0iiZdXaWQ6SM8u/fww+a1Uf0CVE7GkrHsL7vXYftHWxpjiwYcxK32tIKfff21aleSRBOw19/CW//4w8gc2bDFeTk5No1TquqZk3N7bNmyWKOJDAGjBzJlWU3FL1mLmFh3P///hOvTUtxd9dcj4/nBMU3bxb/Wt++cSmlQlUebUFgIPDrr5woutJpwk9FMofu3dXLSjF5e4bvSEtK0hWlFsKYI7liRe7zc/eudbZZw7dvwODBwNMf2rZiRGO1bAks/VFluXJlrv1YO5oEFVtXLjHRaR1QduF88vLyUi3HxMRAoVDgzZs3uHTpEjp14gbgLVu2xLNnz/DgwQOD+5yNW29uYVyYQKg3gDtvBQQGnYBU7qlUy46aRmcM7cgnxpjKyaiEL6ju6Hin8Qag62wSw/kkd5UtpdbN2WeGf3gMCaYX8y4mqk1S8fiDfh2F88/P29AS6RHL8e0oqWkKhQLHI44jIjrCZIe3UNEEgkgW6BOQlRtlxSW+Bg7AOWucBRcXdZSBFFowX74YP0YO3r41fowpXLum6VwdNw7o2FF+B2X27JzT5KefxIncadrU+jZsSWIiUEnEDJYiRcRryxw+fADKluUikzr8mKwTq5+urA6nxJ5SDFMa1+o1izNnOBFzR68+KoBdOJ8AoEuXLsiVKxfGjBmDNWvW4NmzZ8iWLRvc3NwAcB3j3Llz4+nTpwb3ORvl/ldOo6IQH2Valqk4iiPH3UU946OdziSEPi0kR6LIX0XQcH1DwX1yO1fEIIULl9e+4qpmSHREdARuvLa8okOPXT3gMtHFphFUrz+/1ohSUzoX9H2/Nt7ciM47OmPuubl62yydrbS4RkrE2Uj9DjZzihy03tIazTc1F8MkUXn56SVmnJkhapv2/v3lO8dqrqqJfHPzYc65ObLZQxAOw59/ym2BLvoG7ebOoMfEAJ06cQLezZuL5/iQg9WrzTveXDFkWzFsmDjtBAQAP/8MvPuRZaB04IWHi9O+tehLeRWLnTuB9++lvYYlmPodtfcU2p491Z8p5WdMqn4Q/z1r1w5In16a65iC2NGwc3+MGUaMELddO8BNbgOUrP7x47Bq1SoMHz4ckywNudRi9uzZmM3LC/38+bOBo+2Pbwnf9O6bedY8b+hP//6Exn6NkSNdDmvNEo0br2+gYKaCSOmm9hivub5Gtfz3pb+NtsHXQnLUND1DkQamRpTsu78P5XKUQ+bUmcUySzQMOT61HVLmoBSxjk+Mh4ebh8XtmEPWWVkBAGyc5o+pPidD+23G0wIcxTFsKLXOHCfL1ttbxTBHdPjpsGLdE4eJfOI9Ox3FZoKQlUGD1MvPnwM57KBvJVaFpNBQLsVLWR3Q19dxZ+C7djXveHt1PomN0lGp/K2z84kSq0lI4FLSLl/mnBRyCcvri6wz1alkini+nPCjEaXu2/KdT5t+SNMkJABuMrg3tHX2rOX5j2I1DjI+MAe7iXxS0rVrVxw7dgw5c+bEy5cvkfDj4cgYw9OnT5E7d27kypVL7z5tBg0ahMjISNVf2rRpbfp67I1229rJbYKK229vo+SikmizpY3G9qhvllc1eP7JPipLJSYlCkbjJCQl4OP3j7j04pJJ7fT7t59Jx7Xa3AoN1jeA9wxvu4y0MOQU/POc6bPHyspw2sgxWC73v3L4+P2jKoVywcUFFre1+prxmdnHHx6bJFQvJYlMf+coPMr8WdOnMU9xLvIcPn7/aI1ZovHy80vR22SMmRUVJhd8B7i9V+gjCLPQjiiQIurh0SPx27QEsZxP2tpC378Db96I07a9c/myvI4YW11bOVh2cbHtdeVi3Tru3gJcZJ8tqVdP7UTQ58Q19RnCrwJobzx8qKk1pXzNM8SNKFch5LAT2wlkKgMlKo7kYneuGquR/RVFR0fjxQt1ifGdO3ciU6ZM8PHxQenSpbF27VoAwLZt25AzZ04UKFDA4D5HJT4xHtdfm1a1I+prlMXivqeenrLoPCl4+J4TLP7n3j+itVlqcSnR2rIG7xneKLSgkM5290nuSD/N9LBQUyK/AGDbHXUp3rCIMJPbtxVLryxFTKz1P/Z3392F+yR3nIvUFGW0lcPtfKQ6Cu3Si0v4J1z92dUWjBeb/PPyI9usbJJeAwA+ff+kV9tJW5dMybuv7wSrwxkjz5w8qLSsEtJPS49O2zvh8ovLZrdhLW++vMGhhwaqXlnJ+efn4T7JXUOQ3h6ITYhFndV1VJUo+bz+8tqqti8+v4hmG5vha7xMnUCCALhKaG/eqAecSjJlEv9a9jI7fUGi58yCBUCWLLpaUs6Ki4t86U3TTK+WaxW+vpwukvKza0tx46QkzqF58qS010mTBvj7Rz9aztRRpUbZuXP672+FCqa1deKEODZJgfY43MVF2ggzIWe7HN9bKbTnlLi4ACEhnAPTSZDd+RQTE4NmzZqhRIkS8Pf3x4IFC7Bnzx4oFAosXrwYixcvhp+fH6ZNm4YVvBKahvY5Iv339Yf/In+02dIGjz48wqabmwSP23FnBzLPyIymGy0X0kv1eyqblwv/HPcZN9/cNHhMXGIcQnaG4MrLK1ZfLy4xDhHREWi4viHefLH9bN2H2A+SOyP0Ya/V8brs7CJaW7PPapZYPflU4g7MD7T114Qirk4+sY0tUlHkryLIPy+/4L7pp6cLbt9ya4vV1113Yx3K/q8s3n+zrRZD5WWVEbw2WOeZKLaz6Kd/fxK1PWvJNzcfjj4+iiOPj4jedvDaYOwK36X3d4wgbIK/P+cwKV9e+mvZS9TI4sXStq+vzL0UxMVxwtgfPtjumnyGD5fnuspUR1uwe7ft0+7i4jgh5ZQpgerVpb3W169Av37c9eSK3Nu1S7186ZJtK7TNng0cEf833mQUCk7gXiqEnE/PbRy5vWoVUKeOdO3HxnLXUDownQDZNZ/y5MmDC3pmagoVKoSzekoXGtrniCy+zHUYttzegi23uYFctTzVdI5rsbkFAODf+/9afK3YhFhsurUJLYq0wOvPr1EldxWL2zKVWqtq4dKLS3g5+CWyps0qeMyuu7uw6toqq6918slJVF+p/kHrsbsH/mkvXnSVuTz68AgxsTGITxIpHN4ILgrZfcqC7A4Xr+ztu6/vNNZffhI/XcoU/vefbkec/9lzRJSpq4wxk3WP+u7ta3L7xqJhvsV/A1IZPERUHn7gIjCjvkXhftR9jX177+8V7Tr/vbSD8t08pEzh/J4gU8lugpALsdLd7J2bhicRRWXhQuCXX7jomI0bbXddJXKJUt+6Zdvr7dzJ/ZcyeoPPu3fGjxGbpCTd1K/bt4GiRaW/dqtW6uX+/aW/Hp/Bg7n/cjnHFQrxI87WqHWBBfWzFi3iIjXFZtYs4N49XQd/SIj419IHY/YTZWsF9jlKTWbsvLtTcLs1VcCM8eD9AxScXxBVV1SV7Bp8lBpH/Op12voxSvFoa9EWM774XN4wcd95vii9pDQqLDUxpJYwyrGIY3KbAAA48cSOw5+tRAodrbvv7iLNlDQGj9n3YB/C39m+6g5jDJ/iPmlsm3VW5tLTDoqhQhkEYRP6maaXKBrjxtn2enJhy0nfX37h/j98aLtr8pEqhdFekTJChY++ioy2prTEVYbPngWiouzn9crBjRtA69bittmFl0VRSkBq5a+/pHGkDhkCLFkifrvmsGGDvNcXCXI+2QH6So7HJcZJdk25omP4kRTxiZozhfsf7JfkmnJWbpJD/Fvqin9RX6PQc3dPRH6MlPQ65pCcqnMdjzhuk+u8/fIW8Ynx6LS9E448OiJKhbqVV1caPabXP71Q+K/CVl/LXIQ+Q2J/l77Ff8PMMzNtnlq48upK7Lq7y/iBBOHInD/PzXp//67WebEVp2TU05w5E9i+3fbX3bBBXWFKSuQS3FVGICVn54EU2EvVcalE9JOSgKAgoHJlILP9VZ92CH77zbTj9FUOLFZMPFvEpk0b48foY+RIp5joIOeTHSNlhSRlmp+t4Uc0tNlqxRfQANZUyxMDfpW7OqslzAPWg1gl4vUx4fgELLuyzK4iuYQqC0qBsff2WcwzyW2ouaqm5NcAAL8Ffjj86DDW3ViHwDWBaL3F+tkr7XRJe0LIUSz2M3je+XkYemgoft77s6jtGqPbrm5otqmZTa9JEDaFMa6M+k8/AaNGyWNDbCynZ6Pk2DHbDLSHDgVatpT+Otp06AC0awesWCGtyK/S+XT3LsArUGQTrl4F3N2lSZdKTATmzgVeyiMbIBv25BgoXlz8NhcuBA4fFr9dqSlRAsiYUW4rODp0MP3Y4sWBXr2ks0Vshg61/NynT4GJE8WzRSbI+WTHKPWdpMaW5dtbbWll/CArWXfDhmKNAvAj1uRID5M6qu3AQ0707sUndSfQVs4fPsceq9/buefn2vz6QuSek1tuEyxGMUEBxQS1c+3j94/4niiudo85n81CCwqh/bb2ol7fEPMuzNPZdvyJuFFmymdtRHSEqO3aK8kpIpGQGf5ssFwV2VKlAnx8uOVt24DatcUTVE5M5FJYtJ3kZ84IH29LunfnUl3E5BsvddfVlftfpAiQI4e41zGGMq1HCg2ZHTu41MLmwtkPhBFyi9DfkqIC3nEJotOF0svM4ckT3efirVtAlSqcQwPg9NzkEve3hlu3gKVL9e+PiuIc2LZKKzWGE2g2WQs5nwg8jXkqtwmSEp8YL0v6m1xInXan/V6efHISrhNdsePODkmvq03t1bVVy9dfX7fJNW2dLmUrbKWxJCTQro97Ufew8aa0IrP8FMa119dKei0+tio+AHCVRuVCzmsTyQy+FoYtS8ZrExPD/e/enft/xfrqvQA4J0XJkpxTi08VXsGYSZPEuZYlRESI2x5flNrFRR6Ram2sSZdR0qmTOrpEmVp0/rz17YrJo0fAx4+621++BFKnBvZrSWQwxqV9RkfbxDwVUld2tBQxnQuhocC0acB/VhYsyZtXt+pnv36c83rqVOvalgIx0iG3bOHSsNu25T6jAQHCx40aBew1o7jMnj3qZUsKMEgZJeogkPOJQGKSc38RPsR+QOXllQX3OePg6OYbaavRfInXzLFefW01AODvSzbW2JCBmNgYuU2QBO17qqTvv6ZXsXNEJhyfYNPrKdM2lQUYbMHH7wKDCBuRmJSI+MR4oxUOCcJq+DP2cuovKYkTWbNTGXnTujVXdUmIsWPFvaY5GBPCZcy8qAr+YFuhsA+doC1brG9j3Tr1+3D/vuFj5cLXFyhQQHf7nDlcRFr9+prbDx7k0j7b2y5SGQDnjLU3Nm4ENm8Wp60GDTgH2/Dh4rSnjXIi2R4jcV6JkJHTpg2Xhn3kiP5jGAOmTAEaNjTcViRP47ZxY/V3uGxZ8+2KjTX/HCeDnE+EpNpS9sK5yHM62/57+R88p3pi2qlpMlgkHVNOTZG0fX663fXX17H0ChfuKpeIvS15EvNEluvKkdYIAC8/y69FIcVrX3J5Cfbd34fXX16L3rYlDD4wGIUWFJKkbakjIQ0RER2B3HNyG61wSBBWEyWv1qNBxE4DHDJE3PbEoGlTw/tDQ7mIn2cm6iL+zNPFc3UF+jrZRIic0XmGmDOH+y+UjsaPbjtxQh3Bodxuywiu2Fgge3bbXc9UxHTA/fuveG0JYc/OJ1t9P7Svs3MnMH++7nHa0Uqvf/Qdv1sgTWEPjnSZcf7RImEUWzufCi0ohO13bF+ZRXv2XakZ9NdFcbUK7CHFb+/9vTaJNvBf5K9aTg46NindUtrkOh+/f8RvR35T3UMphczffnmLD9/sN89firTg3nt6o8H6Brj9VoJyvAbQ92yYfW427kXds5kdLz/Zxqk478I8m2oKEoRFzJghbntjx2rObmunuzgjxlKglJos4SameL/npbh//Ajs22eZXbbiyRMgRQpu8GoK9lpB79df1cufPgFnz6rX3d3VyzVqqAfpyoG5UpvLFnh42O5ahH4mTuRE+cPDufQ2sZAqNS1VKs31RYs015s3BwYM0D2P/9kHOP05S/n0yfJznQRyPhE2dz7di7qHlpttX5ll333hzovYziJ7GGw1XN8QA/YJPEAlxJaDZ7lwdbFN56rGyhqYemqqKmLkU5x0P1Y+M30QuCZQsvatRc7IHbGZc36Oaln53OFHdknhZBSq0Jh9th3OGBOEXPj5iduenNpLlpCUBKxebZtrGYqy+PaN03f6/XfgK2/yjJ/yYq9s3QrEx2tGbGkTEqJe1nY+RUdzn0O+nozcDBoEVK4M3LnDrbu5ae5XRvQpX4uQ8+nAAeDhQ3Ht6tNH3Pb4aN+X798554op9O4tujkG8fbmIq3MST98L4JuqbKNFSu4Qg+lSgGFC4uXbggARYuK1xaf2FjgwgVuOTLS8PeVj/ZnH7D8u1q4sOH9pjjok5K4Z6kUVThtADmfCLtIu+NX2ZIKfqW92IRY0St5KQleGyxJu+ay7MoylF5cGiMOj5DbFIdEyCm5/sZ6m1z76qurGutNNjSxyXUdlcSkRHxPkOb7LBVKpxP/+Vt3bV1Jr6mYoMC7r3Yg3EsQ9oQLryucIYN6uVMnTnzZHtm61bLUlKAgoK7Wc0ahMG8mf+BA869rCg8ecKlAo0drbrfXFDU+ysiIeAPFJFatUi9/0dJZzJCB04Bq3Nj8a2fKZP45pqCMVlOm1aVIoblfKa6vL/IpKQmoV09YP8oaunUTtz0l0dHcffzlF/W2rl0554qx1Nk//gCWLJHGLn0UKQKsXw/UqmX6OfzqmJak223axH3e1q7VFZ4Xi+HDLdNSMhVl0YYYMzRchd6ro0eFjy1e3PB5xr6vpkyGKB2wUlThtAHkfCIkcT4t+28ZBh0YBAC48fqG6O1bi+dUT4w6OgoA8PzTc6vbY4zh4MOD+BL3BQ/eP7C6PbG48uoKpp+eLrcZDseAfQPgMtEFcYkii8ZayOPoxxrrjdY30tDeSu4U/qswUv5um5RIsVA6nxquVwtd3nl3R/RUQO3IsZ/+/UnU9k3FWcX6CRvDGKf1MnKkeG3yB82FeNprNWoA+fKJc42YGOEKYpbSujU3EDSXgweF02NKlQLSpjWtjXnzzL+uEuVgLDER8PHRFEnXp4XiYudDlWnTzHfIiVm9z5r7YQpK55K280mpSaSMFtKODhHKKrBW7yYpSX8aq7URh8oIr7lzOdvj4tTfsREGJnEZk04U3BBKR6f2fTFE48bA8ePGj9PH9h+SKTt26KaiiUXq1Nz/YcOAZcvEb1/5OTVHJ1DosyykX7d3r+bzSsj5xBj32qzhf7zK0XPnWteWDNj5E52wBVKU/e75T0/8ee5PAEDJRfZVkWLxpcWiO9z23t+Lumvrovvu7qK2S4jH9jvbce3VNZOOnX+B0zKI+iq/iK33DG+dbf/e/xcdt3eUwRr7xBSHb2JSIqJjo6U3xkQSGdehP/zosMb2Yn8XE/U6d9/d1VjfenurqO2byotPL+zi+0Q4ON+/cyXfp03jKiLdEGFyiz9YmDxZvawcBImBlxeQPr147QGczpA5KNOCUgo46l1dzXOOXTPttxSAZhSDcjD2+TMnas13GHz7Jnz+a/soDKHB4cNqxwTfEWpqNIlYaUXjxgEdOojTlj6Uzid9OkvKyDTtyCeh98LcSl/aQvOG3l9TU6j0ceuWerluXc3Xqy/KBQCqVrXuuqai7QBRVtTUdvqVKmW4nZo1uf/K75s50iPKe+3iYr3GV+7chvdPnw50l2BMpbT7pZb2pSEdti5ddLdtFehL5c6t+b4IRcPlysW9NrHgR+rFx3PfkZ49xWtfAsj5RCA+Udf5tPPuTowPG297Y2xAn3/FzxdXDn5PPDkhetti4GgpSVLQcnNLBCwOkNsMs9GXJhUWEWZbQ2TiwfsHOPLIQKlcE6m+sjoyTM+An/bIE/mjjdBzVwq0nVtyUfTvosg8I7PcZhCODj9dKVs2ccqt851Pdeqol/npE3JgTJTa3OgvLy/uf6tWwvvNScMJCDD92MuXTbuG1CLtQrotlhIUBLRrp7vdVo6yqVOB4GDgt9+49ee8CP7oaM0IvruaExBmo4yw0RZrVqJ0TmlHqAk5NcyNYvvLSEEgvhPPWv1W/vt06JDhY1+84PR2oqM1U9lsiTLaSjuNK1064+fu26dOJVy40PT3ju98slY0f+1a4e1ifk8Nta9dqc5QJNeBA6a1nZCgqenUowfwmJe5ECdRNkVSEufQf/EjI0KKiDERIecTIRj51HxTc0w4PkEGaxwTpaivPVS6E+LU01OiteVMAtCA4XvGYJ/301JWXV2Fdlvb2e3nVIjANYGiCKKfecZ1EBddXmTkSNuw5fYWm4j0CwmOywljDEX+KoJRR0bJbQrhiEhRKShrVu6/0pnw8SNw7JjasSWmkLCp+kWbN3ODoRMiTmgpBa+lSJcx1Vlk6LeHH/mUXYKiCKGh3P/y5YEmDq6jmCYNNyBWplxlz8457+LjuQi727eBNWu4AWmhQkCOHJZfa/Zs7r9QxBygP+1OCLFTKJXi0SVLWu582r0buHdPV4fLEP36cXo7U6ZYdk1jLFxo/JjWrbn/nTppbjflfdCO2jHVacp3NK63UgO1cmXh7frSAnv0sO56SpR9In2RloDme7hmjeltlyihdsxny8b9z5hRvZ//7OVPdFhLnTqApycXDewAkPOJMJiC9ubLGxta4rjsucdVPXj9xQ7Dw0XGRWH/j41ZZ2aZVO3vSfQTuEx0weprNqr0YwOWX1mOVVdXCe4L2RWCTbc2gYGh1qpaNhH6J4S5/vo6Ci0oZPxAK7G3Z3h8UjzuvruLKack6rQTzs2HD+K36enJVVdTDqY8PdWpKYBuOW5r2LqVK+dtTHdFmW6yYYN41+ZHrpiq72Qqpg78Aw1MJPAHg9qi6ObSsydw86bmNv7rL2ZhevOLF8DOnep1ofvz7Ruwa5f1kSGGEBIt9vBQO4BcXDinRBquYq5Vzjalg0fI+RQbq19wXAixJ0PSpOEiWK5c4ZxuPj7A+PHmtdG0KeegM0cDSClWPWOGedcyFU9P04/Vlw5pCO37wHeizZmj/zylztfGjeZfUxt9jkh9EZ3TphnW3jIVZTU5Qymgys80oBbeNwUXF/XrUn4f0qXj0jafa+kLH7E+ol9FWBj3v2JF8dqUEPsfRRKSYyj9I8vMLDa0xHE59MhIiK7M8EXVw9+F41u8AY+/HhKTEvE1/qtKq8aeGXJoiEq3yRBKp6FSHN8Z6LG7B0J2heBz3GeMOjJKUOeIMeZwaXtXXl7RiNhypOgtIeaeN00kcvKJyVBMUGBCmOFI1CSWpCOQn5CUgMWXF1tsoxQ40z0kZECoVLi15enTpeMcE7aIEty8mXNe1Kxp2GGjjMIQ0/HFv56+NJJevSxr29R0EmXk18OHuvu+flUv9+tnmR0A5+D63/84BxN/sDp4MBdtsWSJOgrMXNq145yHSoT0loYOBZo1kzb1RRn1Yip//mn5tRITuYHy0KG6+06dUg/Ub9/WdCAK6bFZ88xv1kx4e4oUag2i1685HSxL9NqMOZ/On+f+Hz/ORUZKgTKSzZwKj5ZEk2k/6/hVGn/9Vficy5fFdajqe97yHf8Ady9LlAAyZ+b+W8u6ddx/U51P5kafKp1O/DZq1TIczdmzJ5cOffCgeddyUMj5RODRh0c4H3ke62+sB2PMrqq1EeLQdWdXAMDrz69R+K/CqLPa/HDPSssqIc2UNGKbZhP0RX8oK445QjSXuXhO9cSUU1PQfZeuYKMjphOWXlIau8J3AQD23d8Hl4kuOP30tMYxn75LkJIjM2OOjQEAjD8+Xmff2WdnVal7pReXhsdkzRnQi8+NlIeWAf5nT/n9IwiTEYp8sqQ8vZLjxzXTIozRpg2XOmGtuDFgm9Ls/GvwB/76dGEqVLDsOkqtEVMpU0Z3G38waM7gWxu+Xg9fDDpbNuD0acDfX61/BZgn/nvypPFjlDpFfcTXF1VhbuqkJdExSgYM0B+x9vmz5iCb7+QSEr62xHlx5AgX9bJ5s+nnWPL54TsVhVBGlWg7R8Sge3fOia50XOizv3593W3azidTol+0nYCm3Bd+4QBrUX7no0PZPAABAABJREFUUqTg3s9GjdTr2nz8qC5wwP/eWkNkpGHn07NnnJaXJc5S5f0w5zO4ZAmwZQunJQcA+/cD//xj/rUdBOcbcdk5G25swOZbZjxAbcC009NQcVlFdNzeEQXmF0DB+QU19r/98lYmy8THEpHfSy8uofWW1hrRQvej7uPjdxHLJtuIt1+5e3k28izqrq2LOqvr4O2Xt1BMUGDKScNpMBdf2N9Als+GGxvwOU64jO/X+K+C25VRXK4uVlbtsGN23N2hs23NNTNy2C3k5k83jR9kJv+9/A8AMOf8HABciiGffnutmC23kAIZC0jW9s67Ow3ur7y8MgotKIQvcV9w7bVm9al/wv9B5eV6NBUsZGtr6yvl3Xitng0n5xNhMoxxf2Kn3VWvbtpxN25wpdg3beLSfOYbj6wVZNs29bLUg4vu3YVFsQH9AyNfX8uu9fatOqLAUgxpsJjChg26FQBr1ACKFNF83wF15UE/P67subJynVRoixvLgSlC1EIYcs7GxGg6nyIj1ctC0UemCjfzqV2bE9c2x+G2fbum6Lop9O9v/Bhlup0YFOD1HaZOBRo2VDsuEvVkGHTrpruNnw556JBmBUl9aH//9V1PTAoUUOs8DRnC/f/+nYsiGz2aW18tIIHh6qqOkhIrOjVXLsPpmQULAlWqcKL+5mKJ80n7ddWtq3bIOSHkfLIxHbZ3QNutbe12hv7Rh0c623r9Y14Ytj2nUnxPNK8DwBhDuf+Vw9bbW1VRFwlJCfBb4IcifxWRwkRJcXNRC0IefHgQRx8fhc9MHwDAqKOOLQDcYXsHeE4VzpPfcmuL4Ha5Ip8+jpDGcSn0/RWi+24JytdqkSFVBsnadnfhOqHaxRJuv70t2TX1USqr5uzu0MoCqQkWMOn4JDTfpH8mtskGtYZH2qm6+i1NNoovqOvhZsXs+Q/ORZ5TLV9+eRnnIs+h3tp6eh3HBAGA69AXLSqN5pMpFC+urmKkHCgoB1D2ytKlmjo8fNFpff00a6I6One27LxbtzjRd2v1XNq10y3fnjYtlw7WooXmdg8PLtVIqf9SqRL3v21b62zQhz6xbkM0aCCuDZZWZTPUp9d2PvEdiEIOt482mrStX9/6Kn9CdOkiXlt8vTClNpfSwabPcSHkJHJz45xO9+9zEWpC0UPa7Nunub5ihfFzrKVAAS7ykDHdaK0KFbjXZuz75+0tnX1CHLagWrAyytCU+yAldjwWJ+eTTBiLMrEnnn18Ztbx2+9sl8gS64mIjjDr+KGH1ANJZZW3xx+4spkvPpkZZi4zD98/VNluLpZoRMnF+LDxOtv0OWWUjlJTnE/PPz43eoypeHp4wju1uD+iT2OewneehbPWEnHjJwHNBytQ3q+Y79zso7azSQzniLksbqSpqSSGI7P438UxNmyswWP+uSccNaEvyk8MlE4/a/gUp554abS+EQJXB+LAwwN2FxFM2AGvX2sOwu7eVZcXtwdmzLDOWaNvcCBWOW6FQtP5xB8MGZqVj43lqm0pnUH16wMdOxq/nqWDnT/+ML3alj6UqW7mwK/OlisXpycmFHkhF3v3ituepSLrhu5rdLSmQ2TlSvWykKNEqlLztmL3bvHaKluWi9Q7eVLtfDp4kIt4ad9e+BxlKuPAgZrbAwM1I6n44vpCmFoV7elT7k8MjD0fTNGuEjP1Tyo6deKcaEpxdn0oUwmVWmJiI4Y4u0SQ80li7kXdw6Tjk3Sigd5/40Qzv8SZUdpTJsyNZLr88rJElgjTqmgrk4/1X+RvVtuzzs5SLSsHlX4L/Mxqw14oML8AGqy3bCat1GKB3H0RUDr0xGTCcV1hZn0aR8rIJ1Ps2HtfnI7g01+4H3KFyOK2T2NE6iCIhJuLG4r7FJek7VNPTwHQfdboc7xEfowU3C4G/AivYN9gfE+wPr3i1ttbFp8759wcNN3Y1GobhFAoFLjd17roshNP1OKdUd80BV7nnJtjNNWQSCZs3MhFw5hSQcsUqlXT3aYshW0NUsxuWyugzkff+2eoX+fhwekVjR3LRURs2wasXSueTdrRL5YIJmvTt6/1bWTIIN7nTQz4WmZVq3L2AeaLjfNRloE3B0OOSu3IJ2PEmy994dTkzq2pS1auHJeOm0aPvqqyKp8xAflr1wzvN5U8ebg/MbDjSBxRSZ2a+/3yNzLeLFmSe0/KlzfeZng48Pvv5tkxb555x9sQcj5JTJXlVTA2bCyOP9Esq/vPvX+w6eYmVSqXPfMtQR31cuzxMcHqWXxsnT5Rz7eeyccKaYy4KkzrbDizLpAxwqPCJWm3Yk5py4K+/PQSgH4HqrG0OylSSJXXEjvVTwpHnqXMrTcXPmm4dM7o4dG420+c8HcGhjPPNFMHEpLUQplXX11VLb/7+g6KCQpMPD4Ruf7MJcr1jfFrxV/RyE/aPP3EJMMd/VFHR2F3uIizs1pYq3FlKB3z1wO/Gkw1JJIRfD0kMaqGZc2qu40f+WIp/FQ2c1HqWI0fz6WeKdGODrFkZnz/fu6/PmeKvz/nxDCkwZMqFVcVzlgUhTbjxgHLeXp82jaIWTELACYYrgRqFvbkfGrZUr2ckKCOsrPGRqVmkCmRbEqMpd1pO5SuXtV/PDmfrCdjRuPaRwULGt5vLmI4d5Vpy4TpLF3K3Us/P+C338w715CgusyQ80li3n19BwA64tQvP79Eu23t0HG7GT8AAsytpy7XLdXg8+67u3gW8wzTT01H7dW10XB9Q4PHm1LiXky0dV/MxdTBlFBUxf2o+5I4KHKls81g2dm5//4+AM3Ip9NPT6ucTnJoPmVJmwUAUDpbaVHbNRRJFZcYh7vvJNA/0MOACgNUy+lTpkehzLrCn1HDjJQ11oP280VftJOyEt64sHEWXccSMqXKhMKZpetg/Xn2T7hNcrM4fdZaGGNWf1c23twokjWEGNy/fx+VK1eGn58fypUrh1u3LI+6ExX+72rPnta3JyRWXFyEyMyZM607f8cOznlSvDhX0rtrV90UMn4qk6nUrcv9VyiAfv10BbVdXbnqYZYI6hpj4kSgRw/1uvZvk/a6Ja+PT+bM1p1vr/BTo549U5eZL2KF3mifPlxlLXPSFA31cVeu1HUolSql38aICN1t377plphv3Ni5y86LlcomFdppsAsXWtfevHnAFMeRm7EbevQA7t2T2wrRIeeTRDx8/1BDWFWqNIgBFQaAjWNg4xgiB0mXWpJ7Tm6MOMLlj2pHHhjC2Cy9GPAjHywhpZtpQpCdd+iKaTbb1AyxCeJ7l7sFdEP5HOpQzPE1xot+DXugT1nNUsTrWlhZLUeLVVdXAdB0LlVdUVVVJU3plNI3oB59bLRqWVkZzxpSu6dWib5nT5vd6vb4GHI+e0z2sCuB/PI5yiNjqozwz2JeGixjTOf7/vqzlVohIsLARE+n5KP8PG64ucHIkZbRsoh6pv1B/wc6+xmY6BGgX+K51PNXn03UoCBEpXfv3ggNDcW9e/cwfPhwhISEyG0Sh6WTOvpElZWC0kqmTAHWiFD101AlMFPgR7fUqMFpDp06pXnM9evmtTl6tOb6ggVAmzaW2WcNn/QU1hG7slbRouK2Zy+8f69ejonhIh82b7ZO9yxFCqBXL3W1P1MwlL6TmCgczaQt9q1QAC9e6G738+PE2IOCgNmz1dt371aXnRcTS6s5WstYnobj16+cxpg9kzUrMFSc4ikAuEqC+lIJiWQHOZ8kIDo2GgXmF0ClZZWMHywi2T3FHcyKgViOmUypMqmWuwd0x8SaE1XrXfytqz6Ryt3MkHIexlIQLWVQpUE431Mdaj+y2kjsaLtDkmvJSRf/Lvj6mzpypUOJDqrln8v9jJlB1s0qR8REAADiEzU7R0oHqtKR8fDDQ8HzV15dqVq2VnR9aeOluN5HPYjwTqMrOD49cLpZbfKrZkrp9BAbZcSZuVFC/736T8ehrS/yia8tJDZlspXRuy+dB1fOupi3heKuBlDqSR15fET0tgGgTbE2ONP9DOJGx8E3o24nXRnlWSNPDdGv7ejVNh2RN2/e4NKlS+jUqRMAoGXLlnj27BkePNB1PNqcjRZGyGk7mQBO0PqnnzS3jRgBZMqke6wtMTWdzpwqZUlJppVatwXp0glXi+ra1fq2+/dXL9tTqpwQ5pRc58P/Ta9UidPiat1aXU3LWlKnVi8bqsb32YiUhqmpdN2761bA439f+/fnHKVv35rWniloOyZr1xavbXPgV2E0N41VLqyN6iQIPZDzSQImhImYf24mm1tthldKLzwe+BiN/RobP0Fi9Ak9m0tDP3Wq37KmyzC6+mic7HYSX3/7anUFpnOR5yxOY0lMShSt6t2gioNUy+lTas5KpXBNgWaFm4lyHUO8+fJGZ5vUGl76nH+9yvSyOsXn5aeX+OvCX1h+dbnGdmXkiDn3btIJ6zr0PUr30BjQj6w6UrV8sttJvB/2HkMqm1e6e+YZdefAnjSfjKF0Yhhy4gix/8F+ncinJZeXCB6rfc/FJJunplDx4EqDAQB+mfyQNkVa3O9/X8N5LBbK6Lujj4+K3jYA1MpbC5VyVYK7q/AzVaznOWEfPHv2DNmyZYPbD+0jhUKB3Llz46ncKSGWDtb1UamSroPCFs76bt2AwYP177cmfUof9jYJERSkq/EkRhU3fgSL2M6nplqZCkIpm+Zw1ILntY8PkJ03oXzypHU2CMEXpbZUH8bHB/hiYuGkAweASK0MjXW8aHc3Ny5FVMw0yonqiWqcOCGfCLPYOmeWYElFSEdgzBi5LbAd+fPLbYEoyO58io2NRbNmzeDn5wd/f38EBQWpZt0uXLiAihUrolSpUihSpAj++OMP1Xlfv35F+/btUaBAAfj5+WHr1q1yvQQd3n17J7jd2vQwU2hdrDU+DP+AvF55sbu9dKKz+vjw7YMk7WZImQF/BP6hGtApFApUzV0VqdxTqdKYrKHbrm4mHaet7/T6y2sUmG+dAK+SWXVn6WwrlVWaKnP6yDIzi44jrtaqWja1QQlj1qcw5c+QHz/v+1lnuzIijx9F031Xd4NtfYgV97Pt6eGpWq6auyoypMpgtrPt6UdukPg05ikqLpNWvF1MlE6MEllKmH2udvqjtZpvpuDhqjnTrP0cmBk8EwljEuCV0gsApyOXJoVjhZi/GvxKJxpPW3tOua7vezm51mRpjCNkZfbs2ciZM6fq77OxSAhriY4Wpx1lapG28+CrcLSk6Cxbpq5QJoShfY6K2Cl1+ujO+70W2/m0c6fmepUqlrf19q1udT9TaNUKqF9fvS6FeHCBAsDLl9yfpcTHm1fx8flzzXVrHXvG4NtWrZrhCC8pkXuMOnAgkC+fvDaIhfZnpl07eeyQA360ogMju/MJAEJDQxEeHo5r166hadOm6PlDXDI0NBS//fYbrly5gtOnT2PmzJm4fZsr8zxz5kx4eHjgwYMHOHDgAPr27YuoKMsEbMVGqKKaoe2WcrSLNLPfpqAvBanLTs0UOGW1MUs40EldhYUxhqFVhmroIClxd3XH8ZDj2N9xv8XX+hSnR5tAC7EdEACQNkVazAiaIbjvUuglfB+tDlM+0uUI2hZrK7oNfK6/vq7hKL304pKo7e9su9Pg/pp5awIAsqbNanXkk77oP+U1+N/JFVdXWHUtbZ7+8hSzg2cbP9AKlNXd5p6ba/hAG/By8EvUzlcb4T8br4yodN7U9a1r9XXFfq4KEZg/UGO9fI7yiB8Tr5EyKqSFZItoRbHInFp3tlnpZBpfYzzO9Thn1Fk4qjqlzjkSuXLlwsuXL5HwY1aeMYanT58iNz9FBMCgQYMQGRmp+kubNq20holVxOPiRS7lTlnKeuNGYOpU26a9GBI1F1tItoA4E2FWYa14uKnw76HUaXe//mr5uXv2WPZ5dnWV3jEDcNo+QpUgTSUuzroBcSmJJ1jlTq1Vop1uaAvScRIAmD8fmDMHcLHxkD8ykvsMXxJ3DIHjxzW/G6b+Hmk7lR0RW99DiZD9VaRMmRINGjRQdXIrVqyIiB/VEBQKBaJ/zIB9+fIFKVKkQMYf4o6bNm1Cnz6cWHG+fPlQs2ZN7NhhH5o4+oRTxY58qpXPeETKmyGaaVTz64tTiU5fBak99/ZorD+JeWLxNYJ91VVYjKV7VM9THXULWD6QNbVinRQC6p9GflKlW50IOYE1zdUiqC4KF6RwVc/c1M5XG7PrSuvQaLapGdwnSdPpcXNxQ9PCTTG1zlRsaCksmry/4348GvAIWdJmsVpbRp/jLCwiDPGJ8UiCccfF+2/vjR4jRK70uZAjnflluHOnz238oB9cfXUVn75/womn0ukbGWN4leHY0noLsqbNiiNdjsAvk5/Rc5RpXZZEtmk7JJUVRbVR6iOJzaKGizCy6ki4ubgZ1YtzVdi5FgkPIeeZMpUztXtqVMhZQWc7AFzvcx3+Wfyxt4MIqTSETfHx8UHp0qWxdu1aAMC2bduQM2dOFJDbiSGW86lgQU40V/mcaduW03qyBfHx3HW1U7j43LsHjB8v3jXF0gKyBjEqE5qCGy/iXWonjTUR2GfPWnZ+xoyar9FeiYszffAvRPXq4tkihC0cePrgp5dqpxvaglatuP9KB7inp/5jpSBHDu7zUcY8eQWjVKoE7NunXudPlhhypEqVkqx8X82JALSU2dKO/2yF7M4nbebOnYumP36sV6xYgTFjxiB37tzw8/PDlClTkPXHB+vp06fIkyeP6ry8efPKr1PwA316HHPOzbGtIdAUNe5Vuhf6lesnSru3394W9ThttIWme5TqoedIcYj5HmPScdZG4hijWp5q6FSyk8Fj+MLyfCF2KRA7qqRiTi41bETVEWhXXB0qWztfbeTw5Bw1Hm4eyJeBCw/2z+qv2m4JQqLeSm6+uWnS68v0h+XvcbXc1QAAc+rOEdx/tfdVXA69rLHtdPfTWNl0pcnX+OfeP6JHp5nDtMBpaFW0ldHj+K9pVbNVgsekcjMekaCM9lJSKFMhjfVP3z/hwfsH+JZgnUA8H77zu07+Ono1kbRROtcq5bRt8QmxGFeDm2Tga+7x6V2mN0pkKYGrfa6ifsH6gscQ9s3ixYuxePFi+Pn5Ydq0aVixQtwIUIsQy/kkJ6Y6DsQcsEgdAXTunPFj5MDedK74/O9/ltk3ZIh1EUm2Ij7ePvSM9CGn84mfNpk9O5dObEkKpqUsXAj89x9Qsya3LlSM4bffbGePmOhztPsZmPyU6jmh1NKyxXOoTh3NdeW9dTDsyvk0ZcoUPHjwAFOnTgUATJs2DVOnTsXTp09x69YtjBo1SpV2Zyo21yowgNzVfJY0XiJZRaywiDB03albwWTg/oFmt9XYrzF6lemlsU1ZQUoqHn14pFqeeWYmFBMUiInVdUhp681YS/cAwzpDxsiQSlrNiMsvLhs/yAi/Vf0NJXy4dB19EWZHuhzBs1+fCe5Lm8LyWbWpp6bq3Xcu8hxWX1ttcdv66FOmj6pMfTbPbEgam4SBFYW/B/5Z/VE6W2mNbTnT5UTXANOrAXXc3tFyY62kSi7TtTC6+HfBzrY78XHER71V7vjRNfqI/Kg5gxj1TTPdOt20dCg4v6DJdpkCYwynu5/G0MpD4ZvB9FLNxb25Gceg/EEIyi9B2WiJ6VaqGxLHJqKot2bFIEeqrEgYplChQjh79izu3buHS5cuoUQJ83XYRGXCBKCHlZNNhw4BixaJY4+UiJ1yJHWkTIUKQEf5fm/0InUqirXOUEuel2nTcvdTqVvWyfCkpNVY47g0tdodHxcX7pohIZZf1xTsJe3O05O7l7aMPkqRQvMZo1DoOmdu3rSdPWKi7bRXBqMYeqaK0W8pUAB4rFWg6kdGliQFJIwhl4aZldiN82nmzJnYvn079u3bh9SpU+Pdu3fYsWMHOnTgSq/nz58fFStWxOnTpwEAuXPnxpMn6pSuiIgIHZ0CwPZaBVJEICSM0Z1VkKKSkjlop8HVWlVLtIH87va7dZxN1kTgLG9ietWrw48OY+ihoQCAa6+v6ewXO+1ubI2xVp0vdSTWl3gTq5jwqJKrioZTIn+G/CqNJUPpk/oGtNp6O2Kx+fZmwe0fv+vOTEVER5jc7sJGCzWq2jnjQF0ZbTSwgunOZYVCgaaFm2oIrWtjyfd82ZVlZp9jLgwMlXNVxh9Bf5h1P0dUHYFNrTbht2q/YUCFARJaKB2GnjGmpisThMmMHw/88491bQQGAr17i2KORZgasXLliriV/aSOfAKANWpZALx4AZQrJ/01lQRpOfCVKYtSCymbOemtgzV9AOWAVuzUJW2Cg40fow9LIp+8vLjzChUyeqhV5Mqlu+3zZ2D3buDCBWmvzccW301T2LJFc51fUdGR0HY+5czJ/dfXJ1m50non9cePwP37QN68mtvr1+eqKO7ZI3iapIhdGdZG2IXzafbs2diwYQMOHToELy8vAECGDBmQJk0aHP1RovTdu3c4f/48iv/IXW3dujUW/ZjZevz4McLCwtCsWTM5zNdAnxaSNbi6uKpKeQPAwU4HBYW39fFxxEd8HiluxFdcYpxq+Wu8dJVj6hWoB8Bw+pQxTEkJUhK0Rt25ERp0iaHbNaHmBNWypVE9x0OO49GAR+hQvIPV9hjiftR9s8/xcPPArGDNyn1KjRhLBquzgmehc8nOZp9nDH1VEhdcWKCzLd9cJ6kSIhL7Ou7D2Opj0aJIC1HbHVB+ALa03mL8QBtjqZPFw80DbYq1gYebhyhVOaWCr+FkCsOrDAcA9Cytq+/SumhrNCjYwCp7nn98bvwggrBHwsI4p4ypiDkAbtJEvLb0oXSkpEgBZMvGpeJ9Ey/F2SDaKaHjxnGDrzQSVBY9ckS9/OaN/uOkZv16oH9/IDRU2uv80NC1CEuqR763TEvTImbMALZtU6+nSQM0bsw5Ti2J2rIEW+gBmYJ2GqKhNDV7hie7YzL6nMDTphmPwBswQH/UmosL9x3NYblEiFnwHZkyZnNZg+zOp8jISAwePBjR0dGoVasWAgICUKFCBbi6umLz5s0YOnQo/P39Ub16dfzyyy+o9CNndejQofj27Rt8fX1Rt25dLFiwAJkz61brsTWfvptWNU2IhwMe6mxTik/PDJ6JuNFxuNbnGoJ8zUvf8PTwFL3sd3RstGo5zRTx2tbWdtrTfg+ihkVZnHZXMWdFiyNPhAZkYqTdiaH/Uj1PdeTLkA9ja4w1K/rEXF5+Nr9aYasius4+5T0wJhwvhIebB1Y2W2n2ecbgO1CVVF5W2SxnKl8c/EiXIxrVz5yZfBnyYUKtCYIi1ZaSODYRLYu2NMtZbCss+dw6EvpSXvUR7BuMpLFJKJdDN+phc+vN+LfDv1bZU2C+HVTtIuyfihU11+V0EihhTHeQY2iAt3u3ONcND7edfgtj6updLi62S/0Q0nmRKrK4dm3hZUN8+gSMGaO73RoHR758XFSF1CXW+Q4kc6tBbt8uri1iM2QI0ELPRJlYqarTpnH/L1wA2rThtL742EMxAEDX+WSJ41Ygy0gHqSO9MmhJjoz9kUXSrRvQrp3u8SVL6n9W1KoF1Ktn+Hpz5a8orYL/Os6ckc8OK5Dd+ZQzZ04wxvDw4UNcvXoVV69exfnzXEpZYGAgLl++jGvXruH27dsYNGiQ6rw0adJg06ZNePjwIe7du4c2bdrI9RI0+BxnuRdSqNQ1X2zZ3dUdJbOUtLh9Jbva7QIAjK1uecpXXGIcvsR9wfiw8Vbbw0fbuePq4oqMqTKa3U6WNFkwudZkbG291eRz7ry9o7Eu5LQSI+1OmYIGCFeYMgeFQoGJtSbCO7W3WSLVpmLJ5/mncj9prDMwdAvoBgAYU12gY2YCLgoX5ElvwUyHAWITYnW2nY08i/hE0zuKVXNXVS3XzlfbaPUzR0HoWaSkffH2ol7rcuhlPPnlieQppNZQK6/xyqKOChvHLKrKaKpT/3jIcYT/HG5W20LfTSIZYKoYb48enPNDewDibXmEtFV052k3Zsmiu//MGekjV/z85C3D3UHaKGwA8gmLlyljmoZY2rRAFQEdxIsXxbdJbOJ4k3F37wK9enEC2ckVU9J2XVw4h2NiIjB8OBeFV64csGmTbtXHguLqUFqMtvPJEqemPv0xfmRQSevHqmYRHMw5xQMCNDUDx44FIiI4LSh9z0eFAvA1oOVpKPK9gnGdUtFp2dL21xQZ++3tOyjWdJptpZ/RpFATsHEME2pNMH6wHmITYlF/XX1MOG55G0JYW13t2a/PEOwbjEcDH2FU9VHIkS6HSRW0AODU01NGjxl+eLhV9gHcoO2/0P/wV4O/4JXSy+r20nmkw5uhb8wSqTYVa5ypShhj8M/qDzaOWZWOoxRsVoqXW4u+7+qhR4eMntstoBv+af8PljRaIoot9oaHq/As3Zshb7C+5XpRr1U6W2mNCDJ7IG60uiN+vud5DK081Oo2TUm761DCBgM4Hsr0OSloUohLASrqXRR+mRw0tJ+wLTt2mHZcq1ZcGouczhY+S5cCpX8UjhASnc2UCZg40bY22RohbR0xUEYSbdlie30T5cAySxbTHZtCqTd//CGeTVLB183KnRtYskQtds7nh/SJUzNrlmnOxqQkzuGofA4Zco42aiSObdZiKPLp0SOYhFB0HwC85GVK/PKLWWZZxP/+B+zcqbudXwHO1VWdoqfv/igUlv+W1Khh2XnWsEq4WrQjYSe/3M7Dq8+vLD43tbuuB9pe0z3efHmDk09Pit5u7zLWiYTmTJcTBzod0HgvTY0u0nZGVFmuO4O17c42nW3mooACpbKVQt9yfa1uS5va+UwMDzeBmNgYiwTHtWlfQpxImelB0zGiyggcDzmOdS3WWd3e94TvgtuvvLpi9NzlTZejkV8jpEmRBquarcKKpnZQnlxESmUTrhgiZpqdvTKuxji4u6o7aOVzlBfldfMjHvXRsYRtK0lNqjVJsra3t9mON0PeGIyiIwgNTB38KAcK8+ZJZ4s5KBTApUuG06uiovTvcwakKiE/fjyXUtiype2dT6dPc9E/Li6mp2cVcNCUYVOjyg4eBJYLFPGxZRU3qeFl2ejFw0P4fdCHvQiOa99nvvNJoeBS0IyhL802TRqgTh1uWVuUWwp69gSaNtXd7uamjjQtLFxZWQMXF/2ff2M6TnI4Fe0lhdMKyPkkMh9iP1h8rruru0rjSYmc1YSGVR6mdx9f80kMSviUABvHVZSyFd9HazofhKrbicXiRosla5vP4c6HRWtr7fW1okQ+WSqqrk3GVBkxNXAqMqTKgEyprC+fK1ZqTxf/LggJCBGlLXthexu1hkOBjOrOdIaUGYQOd0rE0GbjY0rkkxgFDcyB72QTG1cXV6sKRRDJkHfvTDtO6XzKn186W8xFoTDsoBBj8DmWJ5XQlzd5VUKcaGCrEDMKjR9N4OLCpRQqFFx6ky1xdVVH/9SuzdkwY4bhcywRll5iBxHUpt6/bNk4XZ1KWr+PnyzXu5Udfa/dkI5wbCz3PpiKvTiftCsT8j+vxtLPAODpU+7/vXvAtWtc5BefrVu5qm/Vq1tvqzXMncsVDWjdWr3NUNqd0L63b4EHD4TPOXiQE63X1h0kTIKcT3ZGp5KdwMbJH+30ZsgbTA+abrPrebjZ3pObwjUFgn3V5WWlLNmeK51EIelaWCquLsTTmKf4Emde5FOprFzEjNgC99qUzlba6ja+JwpHPhnD2ug8S7FUdN8S+E6JGUHqzraYny9753T300gYY1tn0NBD1qf3EYTDYqrzyV4GcuYghmA0fzLSxwc4+SP6XFtfRg7EdD6FhQlvl7NiWNq0XOTVkCHqbUIDU0veh169LLdLLMy12xSd3TJl9O8TS+hbDPjRLXzR/ps3gRMnxBHUt5cU4ezZNde1BcdnzQIWLxYWaN+/X51eW7Agp+uUNavmMV5eQMOGoplrMSlTqh3GSgyl3WUSmNDOnFn/vQ8K4opFaKcxEiZhJ98GQh9ypN1ta7PNpjPWbYu1xdrma212PT6hpSUWAZWZvxr8ZfG5K6+tNDvySfl5Le4jrS6AdxpvJI5NtMpRa2mKrKVOK3PpV66fxvqqZvLkecsZfankj0DbaWYoX69CobB5mqE1adv2jndqioIijGDqbHmsAwrSi+F88vVVDxa9vICqVbl0twEDrG/bWmwxuM6cGVizhkvDk5N167jorLx5gfv3uW3Xr8tqktXou3/6NG2EtHZMPRcwv6KelPD1yn7/Xb2cJQtQrRpXRfMZryKsKdXetLEXh7mrK+fEXrYM+Pdf3bS7dOm4lLW1AmOyunV1t5Uvz/2vVk0ae22BiwuQM6fcViQryPkkInff3RWtLWX6WXbP7EaOFJ8WRfSUJJWIja02olDmQja9phJrBc5NhS8sbssBbc50lj9Q33x5Y1XaXcTACHwYbnkaqjGU1dGU0VaWkMLV/JnUr/FfjR8kAvUKqEu/snEMzQo3s8l1tZFTd65fuX443PkwCmfWzdufHTxbBousQwHNmbfxNcZrrA8oL+0g0lYRmEIc7HxQtmsTDoKpujH2EkVgDmJET3TqpB4sKt8De9HasWSSYtMmTjxeiIMHuT9tOnXi0vDkpEMHLjrL1ZXTeGLMtNTHsmU5Z9XLl5rizNosto1MgwZKjR7tSlqH9BRgCQgw3qYyRUsIMb4PYtG8OfdfXzSWp6emc0Loc6mP+fO5yCp70wLr3h1o0IBLoxRC2zm4TE9miDICrn9/8WyTCn7kE18LSrl94EDu/5Mnhr+fhNU44C+4/VLkL4EqJxayt8NenAg5gaLeRUVrk9BFyoH1tjbbENY1DEsaLUGFnDKU4wRw5+0dk477NFI4X/9TnHl5/PwomTxeeUSp5meM/Bks1/2okkugLLIRbBUJVC23fcwkMcZM0isSk0Z+nIhjUP4g1MlfR+Vo5KOspiY2+TLkM36QheTxyqOxPqyKpq6eFM7wwPyBAIAaeWpgUSMTKvhIREDWANmuTTgIR4/qbhMSIRdKn7B1aW9zESNlzNUV+PIjFd7eHHCmiIGv0CrMkTKl/oiQoCDuz5koU4ZzQmTNqpuupOTdO7VYsi3x8eE0bjZv1tyuzyHT3oRCMkqnjhDz55tum9SEhHDONKHnjxCGCgto8/PPQGSk/YpE8zWbsmTRf1z9+sLbmzblnkl8bSV7hf+7wY9EVW6fMwf4/p2LbNP3/bR33r/nnON2jp39ehFK0qdMj2p5pB98Pvv1mfGDRKZ+AT0PMQk51+Oc4Pb3395Lds2mhZqiRt4a6FWml07Eg63gi0UbIm2KtDjYSXc259EHE6sP/UCOKBlrNJgefnho9jm2eo3pU3JCpyV85BWTZWD4OOIjYkbE2Oyaa5qvwZbWW1QOJiHnlxQRhJtbbUbnkp1Fb1fJkS5HNKKdUrmrZxdLZyuN5kUMdNb10L+84RnHPOk5h5e7qzvqF6iPO/1Mc0gThM0RGuDky8dFlrRrp94m5HzSpxNkL1iicdNEwMGudD4dP26dPWJjyqRMSIjmuqur/TnRpETb0bZ8ua4TRk5dxcyZde+HPnuKmDDZrhRr12b4cKBtW/Nsk5LMmYErV0xPHXv7Vlp7bAn//mo7yPjphfoipABxUoptAf8ZxdcX5H/m5dSVM4fKeopzZcjARVjaOcnoqU8IYU1alqUUyaz+0fJwtc1sgHbkUVjXMACAZwrpQtb5g2O5hJpNqWaldFBZImit7dSTQx/IHLH6jKkyaqw/jTEQFq6HopltF434YfgHXA69LGqbezvsFdyeJY3wrBdjDKncU9lU8NwrpRdaFW2l+t7Y6vvTulhrSdNi82fIj3E1x+ndL5RmXSZbGdTKq7/8cXoPPR38Hyg/85lTZ4ZCoRBMYSQIu8CQg4bvfBKKhrKX9DN9WPIMMxRN8Pq15bZIgbeJmm7a1bSc0flUu7bwdu3Pd7duXGQMnw/SSRWIiimfZ33f51zypX+Lgo+P3BaIh6H7aE+pkWKgTBWdOFHTseaIhXROngQ+65FFcYDX44RPfcIeGF1ttN59VXNXVS2ndLPdw+2XCr8AAPyz+KNGXk4IsWnhpja7PmD71BNjEVdVc1fF+Z7nAZhWCl4bbadelrQGwnYlwtSoMjaOIWpYFBoUbGDV9Wz5mfVK6WWSA9Ec6hcUjjzUJxIvp+aTEqUGHh8xowmLZC6io79kazKmyij4mn6p+Av2d9qv9zxj6Yejqo3C0MpDMbfeXNW2iTUnYne73ZYbSxBSYMgRwd8XEaFenjIF6NPHvqpniUWxYrrb8v1IC7YHkXE+w4YZPwYAJkxQLysU9iPELCYHDwpHx5jyGc2Y0fgxcsGPTDQlQsRQaXtHxpkcpobuRQV55EIkI0MGLj14zBjNFENH/Dy6uHD6f1266O77ZJ5cihw40TdIXt58eWPysTvb7sSLQS8ktMZytGfRt7TeYlE72hotz359hqD8XP5+wUwF8X30d3Tx74JjXY9ZZqgF/FnvTySOTcTVPldV29KmSIux1cfa5PoxI2JwsddFm1zLVE52O6mKjLBW16dm3ppY2XSlCFZJS9ls1oWk2kqkXoj1LdaL0s6pbqd0ti1rsgyB+QMxp+4cje32UO0ubYq0VlU2FILvBL/d77bBiCQp8c3ARQIU9y4uqG3FGNMrjD+62mijkX/pU6bHH0F/wCeNerZ2TI0xaFyosRVWW4apacBEMmXPHtOO+86rODpyJLBwoTT2yI2Qs+LiRWD1auFS6HKSKpVpWiNeXprrzjSQV+LqyqVyCW03hj07UWfzinyYomFkqLS9I+Po9vMx9FqWLgUKFrT/lGZzUL5ed96kriM/g8qV091mKEXSTnDgd9y+MEcbJ3PqzMjmqfnhGFbZxFkjCWHjGKJHRGtsa1W0FSJ/jTS7Le00mZzpcmJH2x240PMCivsURwrXFFjVbBVKZbO8UpklCA3uor5FiX6dEyEndLal80hnc+HmwPyBGFN9jEnHWpqC6argOlQzg2YiR7ocFrVhDUIpWcoBvRA/l/9Z7z5TkDMSqH2J9mDjGF4MeoHGfsLOg5lBM422UyV3FezvuB8PBzxE1LAofPntC/J45cGhzocwsCJX8UPphOI7aeyVCjlMm6Hb2nqralnKlFtj5PPKh2DfYABAXV+ufLFvRl/Bz7Khz1tn/8560yUB4eeQnNz86abcJhD2zMeP+vfxvxv25niRCqGBYaZMQOfO9jkANsUmbaeFIw/8zMWQY+nmTWDlSvtOHzVFVJ4PRT7ZP4buRYoUwL17QI0atrPHVvCdT478eRTSflI+Y+1Yv8qJvkHyYk50QJoUaTTW48fEY3rQdLFNMpmQgBCDAxhLKpYJpY+kSZEG5XIIeGllRgoxcFuIxeujV+leqmUPNw/BionjaozTSbvJlDqTwXazphWu/nC1z1WMrzEepbOVtsBa6xG6fyEBIXqP144UKZ+jvM4xv1b8Ve/52rpRcpDNMxt2t9+N2cGzdfa1Ld4W4T+H4/UQw5ogdQvURf4M+ZExVUakdtcVjBxYcSCSxibJ4lDUx6CKgwS3r22xVrVcO5+w3kZg/kC0LNoSmVNzM9K+GXwxK3gWNrfaLHi8lDwc8BAHOh0AAMwInoFNrTahd5necHdRd4iUenjK35ZVzVbptJPaPTWypM2CBfUXaGw/1vUYooZFyfocEsIcfTYiGWJoEMCPGrHn6BBD8HVGTMHcwb7cmBsly5hzpt3pw9DntlgxoGtX29liCQkJ5h1fSs/ksqM7jx3ZWUFwOIvzqXRpXQ01ZXRpwYI2N8dUyPkkEqZGQwT7Buvo/tg6GkabFU1X4NWQV3r3Cw1MnQm5xMClYknjJaplxphgtFdIQIhFaTfb2mzDn3X/xMvBL3Gr7y0AnFbQuJrjZHsf+a/v+aDnmFRrEkZVG6X3eG1n1YXnF3SOSeOeRmcbAEwPnI6epXtaaKn4aL/nbBxDznQ54ZfJDz5pfFAwo+aPj7mRMPb23ZhVd5bgdsYYrvS+ghI+JbC08VLBY4p5c/opz359hiWNlmBq4FQMqjQIrYvZvkQw/31N7Z4abYq1gburOzKkyoAptafgdPfTqFegHgBOpBwAuvh3wdrma+GfxV/dzo/Pcr/y/TTSEmvmrWkXTlKCEI3AQPVyYqJ8dljDTONRqRo4mvPJXHsTE4FzwpWInRJHdZoqMcf5lJTEaewI4eiC3XbWLyIsgB8V5OiRbHfvAjVrAmfPcusNGwKzZgH79slqliEc/EloP+y7L3yT2xRrAxeFCzbe3AgA6Fu2ry3NEgVLBqCONMN9++1to8cUzFgQ99/ft4E14rCz7U4cizgGVxdXQeemJTo+wyoPQ4si6hkrfZFQtob/+czumR2jq+sXu9c+Xh833+qmB80Ono1fK+mPiJIboft8q+8tfIn/ggzTuU6gHNUtbQEDQ0DWAFz/6breY6bUmQKAE4zvVaaX3uPkZmS1kQCAdS3W4fLLyxrRSx1LdsTq66sBPUFtK5quwMXn9qUrRxCiwJ+pNjcCw17Q1jsyhjM6n7RLu9+4IZ099oajO58K6NHsa9IEaNlSM3LLmR00zvzakgv876Kj38/UqYFjPP1kFxdgkHCWgL3g4O4++6FElhI625LGJmFTq01o4qeuRsQf+N786Sb2dbRfz6Q1BOYPNH6QnSBU3lyb/zX+n0lt+WXyw/Y22601yWqaFm6KOfXmABB+ffoEjPXRvnh7u3W8CEV2AcCbIcJFAExJs5xca7LOtvQpDZe0l4OY2BjV8tNfnursd3d110ib/RL/xRZm2QR+1UGl7pg+bv500+EiONOkSIPqearrbOen5mk7UkMCQvBXw78kt40gJKFIEc11fYMCR418MneQ42iv05SZdr5Abp480tlijzi68yldOuHta9dyVbey/piQFKrS6Ew4urOC0Ix8ovtpc8j5JBLnInVDh5UDA1cX9cCIP0gq5lNMlVrhbMidSmgOaVOkNXpMtTzVNCo16XMwhf8cjuZFmotmmxhUzFkRG1puwKvBr3Cn3x0sbrTYbB0fU94juSiZpSSKZC6C1c1Wa2z3TuMteLxQ5BNfVPvncj8L6mQVzlzYSkvF58RTdRqddhEDZ+VQ50O4HHoZWdKqder0OSABLtWwmI/zdIb5vycE4VSMHKm5ri9C11Ejn8zF0SKfTCnxnS4dEB0NnDwJFC4MtG0ruVl2g7PrWwVzRTRQzYDWYKDjTEwnG4oU4bSDkhN83TFHT7tzQOgdF4kquaporPMHQ/qWnRl7KM9uKnyBbn24KFwwI2iGxro2hiqsyU274u2QJW0WFM5cGKFlQvUelye98EykuZFStiSlW0rc7ncbnf07m3S80GcznYd6Rm9+g/mCDqqSWUpabqREtC7K6RWZen+MRQg5AoH5A3XE7fN65dVYL5ddPbvuCNX6zKGkj/pzKEWxBIKQjZQpNdcz6tEtc7SIICXJeYZ9Fa9gQvr0QNUfz+VNm+SxRw4cPfJJm8xc8Q5VSuzMmcDPPwOTJuk/p4JplWntkp07gVatgLx55bZEXG7dAi5dktsK2+Jrv+O15EDy8ITYAO3Z6CSmnrFyhgGfuchZjt5cSmXTU5FDC/59/Bz3WSpzZOW/3v/hfM/zOtvt2flkCgc7HVQtu7u66+x//OGx0Tb0iZDLSba0XLRT2exlTTreWZ3f2s5CpaOwZ6medieabi2WFApwBLoFdMPChgvlNoOwJzZrVaJUDlwdVbDYlGfRzp3qZf5EibZjztHo0kVuC+TH2ZxPd+8C//2n/mx6ewPz56udUgCQP7/mOZ1NmyS0S5o2BbZscb5IGYUi+TnG+RMYDhQs4Sw42TdIPr7Ff9O7jz/gcySnDJ9hlYeZdbwjRT4BpjkI+YNYIf0fR723fDKmyojyOcrrbHd051Pu9OoS10Kv5c67OwCA9B76dZ3s0YnRuFBjLGq4yGSdMWd1PmkzPXA6+pfvj9/r/C63KaLDj3ayx8+kMRY2XIjmhXVTk5c3XU4V+ghN6tTRXN+3D9i7FyhTRh57bEHTpuplxoAePbjlKlWEjyccB2dzPmXKBJQyMnmr/RtVqJB09hCEqSSX1G07JXmMRGzA5tub9e5zhgFfkG+Q3CZIiimDOL6DSijdxdEcbubg6M6n55+eG9zftBDX4W/k18gW5oiGi8IFvcv21tA/MoQjOissIVPqTJhXfx580jhohIQBHP0e9inbB9vbbkf74u119jX2a4x6BerheMhxGSwj7J4MGYD69eW2wnLM/e4ypnZYOJr+E6GLszmfTMHBf68IJ8VRU7edBMf3itgJhhxM/MGCozooTNEWWdJoiWrZ0aKAEpKMe8H56VpCA0BHe83m4OjOJ326P138u2BN8zWq7y8/XdYZcTaNoPn152NRw0Vym2FT+PfQUX9PAGBdi3U621K5p8K+jvsEq/wRhMPD7zeUNEFDkDEg+49qtTnMKxJC2CHkfCII+4DS7mQlGT4JpcGQ86mETwkbWiINpsy29yrTC6F7ODHr2IRYqU2yOfxBn38Wf539jf2cU4sFcHznkz77FzZciNTuqRGQNQC33t7C6OqjbWyZbciQMgM+xH6Ap4en3KaIys/lf5bbBJujMZnhwA5vhUKBTa02oe3WZFTtikje8PtRpg7KhwzhNHV69pTGJkI6fvkFmDNHve6o1e4OHADu3bPsXGfTRyKcg3z55LYgWUPOJ5EwFFGQx0u4gpgjYW7ExItPL1C/QH3se7APDQo2kMgq28LXecqQKoPGvut9rqOIdxFbm2QzPFw95DZBVP4L/Q8XX1xEavfUAIDiPsUR/nO4zFZJx42fbuDa62tOmYaW3Pie8F217OiRbG2KtcGzmGdOV5GQIAQx1/nEGJA6NTDMPM1Nh2LzZqBNG7mtkIacOTXXHTXCIjiY+7MEinwi7BF+FKKjfi8dGHI+iUTvMr2x5fYW1fr6FusFj3PUmWp+Nb8SPiVw480Ng8fnSpdLdY6ji8iycdw9K5OtDPqX74/sntlVTgslJbI4fnSbIRw98kmbUtlKGa1ymClVJkR9iwIAvB7y2hZmSUaOdDmQIx2lbTgDaVLYX9VFaxhcebDcJhD2RNq0wGfnrCarMeAx1fnkqOzZAzQyQUPRw7kmtjRw16qsmxwdMb6+XFU8grBXHPk566CQ80kk6uTXrMpS1Luo4HGOqtGhIbZtwg+oM2rnKBQKzKs/T24zZIGvd5VcyJw6M6K+RWF8jfEUMUTYDRqaTw46mUEQenHmNB1z064ctL8IAGjY0LTjnNkho+1YS5tWHjvkZPlyYNUq547eIxwbqnxnc2T/lY+NjUWzZs3g5+cHf39/BAUF4cGDBwA4R8348ePh5+eHEiVKoFatWqrz3rx5g3r16qFgwYIoXrw4Tpw4IddLECRnOs1w22aFmwEAfDP6ymCN9bi5mOenZGCqQZKjOtwINc4W+WQKjl5VjHBOnKF6KkHoxZmfu/zIp9y59R+njJhJkQx+d535fr98qbnu5SWLGbLi4wMMHSq3FQShy6VLwKhRgJ+f3JYkO+wi8ik0NBT169eHQqHAggUL0LNnT4SFhWHevHm4fv06bt68iRQpUuDVq1eqc0aMGIGKFSti//79uHjxIpo3b47Hjx/DXTvMVSYypc6ksb6x5UY8+vDIYXWB+Gl3puiMMMaQK10uAEDWtFkls0sKMqbKiPff3hs9bm69uRi4f6ANLJIfR9V8UkBhcXSI8nPujFF8tiIpKYmczyKTyjUVUrqmBAAkJiYikUoGa6BQKFR/hAPizPeNH/n0v/8B374BBw/qHnf5MrBxI1Chgu1sk4Ljx4EaNQwfk/GHLIOPD/DmjfQ22ZKbNzXXSxlO9XdqMmcG3r2T2wpZoH6QnRIQwP1RH0oHqftRsjufUqZMiQYN1ILUFStWxMyZMwEAM2bMwNGjR5Hix+xP1qxqJ8bmzZtVEVLlypVD9uzZcfz4cQQGBtrQetPxcPNwWMcTYFna3ZQ6U5DHKw9+KvuTlKaJzpshb+A2yfhXQ+lcSw44auTT26Fv8SH2g0XnNvJrhDvv7qBM9jIiW+X8xMXF4enTp4iPj5fbFKdkR50dAIDo59H47OKk+jhWoFAo4OXlBR8fH7g4cxqXM+LM94sf+eTtDSxZAuTNCwQFAYcOqfeVKMH9ORp9+wJ//61ez57d+DmVKnHvQ7VqQBHH7SMLop1258yOVWM8fw7ExclthU2hfhDhyEjZj5Ld+aTN3Llz0bRpU3z8+BGvX7/Grl27sHXrVgDAoEGD0LZtW0RFRSE+Pl7DGZU3b148ffpULrOdHn7anaHIp6l1pmLkkZEomaUk0qdMj2FVHC/Pmx/lZYjkNLPuqM6nTKkz6UQhmsqUOlPQqWQnlPBxwEGAzDx9+hSenp7IlClTsvqe2IovL78AAAp6F4S7m31E+9oT8fHxeP36NZ48eYJ8VFLZsXBm55O25lOePJwYc548QKpU8tgkJgEB3P8yPyZscvwocmEo7UqhAHr1Ukcf9O4tmXk2h5xPalKkSB5ppDyoH0Q4MlL2o+zK+TRlyhQ8ePAAR44cQWxsLBISEvDt2zecP38eERERqFy5MgoXLoyc2uVLDTB79mzMnj1btf7ZWauoSAzfIZMjXQ5ceXVF8LgRVUdgeJXhDvegzZ8hPx59eGTWOclJe8VRnU/W4ObihpJZSspthsORlJSE+Ph4ZMqUCW5udvUT4zz8ePQoXBVwNVfEOBng6uqKHDly4P79+0hKSqLoJ0fCwfoOZiH0OSxUyPZ2SEXXrlyES8+e3HqqVEBSkmn31NXV9GMdBXI+JVuoH0Q4OlL2o+ymRzZz5kxs374d+/btQ+rUqZExY0akTZsWnTp1AsBFNlWpUgUXL15UfZn5GlARERHILSDgOGjQIERGRqr+0ibHahMiwNe9Wdp4KVoVbQVAV1gdcMyIIHMF1QFyPhGEEEptA0d8DhDOg/LzR1obDoYzPzeSnFw/MEUKYPx4gD9BbM79dLZ7X0YrZd/ZXh+hF+oHEc6AVP0ouxg9z549Gxs2bMChQ4fgxasG0b59e+zfvx8A8P79e1y4cAElS3KRCK1bt8aiRYsAABcvXsTz589Rw5iwIWExX+O/qpazpM2CLa23YHub7TjX45yMVolHSreUGut72u8xeo5ShJuvh+UstC7aWmOdnE+EoxIQEICAgAAULVoUrq6uqvW2bdvKbZrJjB8/HrGxsap179TeACxzmhuiZ8+eOHbsmNnn5c2bF1evXgXAVbBt2rQpWrdujTgDGh8rV65Es2bNjLY9duxYrFu3zmybCGDevHkoXrw4SpQogZIlS2Lt2rUa+ydPngxfX1/4+vpi1KhRMlmphTOn5lCUYvKiShXNdXJEEDLhjP0gKVmwYAGmTZsmuG/Pnj2oWbOmTewwlYCAAHz69MnocStXrsTdu3dV69evX0f9+vWlNE0Q2WMBIyMjMXjwYOTPnx+1atUCAHh4eOD8+fOYOnUqunXrhr9/CBgOHz4c5cuXBwBMnz4dnTt3RsGCBZEiRQqsXbvWbirdOSOfvut+qJsXae40s8qHOx+Gz0wf5PPi8loLZCxg9Jza+Wqjd5ne6FW6l9Tm2Zx0Huk01j3cHLPaHUEonSIREREICAhQrdsLST+iIQyFNE+YMAG//PILUqbknOR5vPIgd/rcRmdVTWmbz9KlS006Th+fPn1CkyZNULBgQSxatEiUMO2JEyda3UZypVixYjh9+jTSp0+PZ8+eoVSpUqhUqRJ8fX1x4sQJbNiwAdevX4ebmxuqVKmCypUro2HDhvIa7e0NREYCdlo8xiqc2bFG6KL9fCbnEyETztgPErNtPt++fcPs2bNx48YNs64jJ6bez5UrV8LLywuFCxcGAJQsWRIeHh44evQoateuLaGFmsge+ZQzZ04wxvDw4UNcvXoVV69exfnz5wEAmTJlwu7du3Hz5k3cvHkTffv2VZ2XJUsWHDx4EPfv38etW7dUjitCGgplFtYlcJaQUu803mDjGB4N5HSfvFJ6cdt/RBgI4eriikWNFjllNTTtlEJ3F3LsEs7FgQMHULVqVZQpUwbly5dXRfyEhYWhePHi+Omnn1CyZEmUKFEC169fR0hICEqUKIEKFSrg+fPnALgf8tq1a6NJkyYoWrQoqlevjoiICNU1Zs6cifLly6N06dKoV68enjx5AoCbwWvZsiXq1q2L4sWL4+XLlxgyZAjKlSuHgIAAVK9eHeHh4QCAPn36AACqVauGgIAAvHnzBiEhIZg7d67qOkOGDMH48eP1tq3vtWpTs2ZN7Ny5EwAQEhKC3r17o06dOvDz80OLFi0MRjJFRUWhdu3aqFChApYsWaLq6K1ZswYVKlRA6dKlUb16dVy7dk3n3KCgIFVhEeU9KPWjLHlISAjmzJmjem1t27ZF48aNUbRoUdSuXRvv37/Xa1Nyp06dOkifPj0AIFeuXMiaNSuePXsGANi0aRM6d+6MNGnSwMPDA927d8eGDRvkNJdDmZqmnbLkDKROLbcFhC1xkslZwnlx9H6Qsm8AiNcP2rp1K6pUqYI0adIA4IS3+/bti4IFCwqep6+PU7lyZZw5cwYAMGzYMORQFmAAkD9/fsEiaTVr1kT//v1Rrlw5FChQAIMHD1YFeTx48ACBgYEoWbIkAgICVH01gBuLR0dHA+Ai0ceOHYtKlSohX758mDx5MgBucvHSpUv49ddfERAQgL179wLgsswWL14s+F5IheyRT4RjIKTt5MxkSZsF+zvuT7aC09qphJR2R1hKkw1N8PDDQ8na983gi93td5t1zqNHjzB+/HgcOHAA6dKlw4MHD1CtWjVVh+nu3btYtWoVFi5ciDFjxqB27do4deoUChcujH79+mHOnDmYMWMGAOD06dO4evUqihQpgj/++AOhoaE4ePAg1q9fj/DwcJw9exaurq5Ys2YN+vbti3///RcAcPbsWVy5cgVZsmQBwEX2zpw5EwCwceNGDBw4EPv378eiRYuwePFinDx5UiMt3RD8tg29Vg9tQVwtrl69imPHjsHDwwPVq1fHtm3b0L59e8Fj27Zti169emHq1KmqbadPn8aGDRtw4sQJeHh44OTJk+jQoQNu3bqlcW63bt2wcuVKtGrFaQmuWLEC3bt3F7zO+fPncfnyZWTKlAnt2rXD4sWLMXLkSJPel+TM4cOH8eHDB5QrVw4AV4mpatWqqv158+bFxo0b5TJPjdI5eegQoCftwWHx8eH+//yz7r7lywFeBWfCCXj5Um4LCHuhSRPgoUT9IF9fYLd5fSCA+kH6+kFhYWGoUKGCan3JkiUIDw9X9Vvq1q2r2meojxMYGIjDhw+jcuXKOHr0KHLmzInbt2/Dw8MDbm5ugjrVAHD79m2cOXMG8fHxqF69OjZs2IAOHTqgY8eO6N69O3r37o379++jYsWKKFWqFPLkyaPTRnR0NM6ePYt3797B19cX3bp1Q8+ePbF27Vr88ssvGpIHlSpVQr9+/Ux6T8WCnE+EyfwX+h+ypM0itxk2o26BusYPclIa+TXCosuLVOvkfCKcif379+PBgweoXr26apuLi4tqJqpAgQIo8yPyomzZsihQoIAqTLl8+fLYsWOH6rzKlSujSJEiAIDQ0FCMHj0aiYmJ2LlzJy5evKhqJ1FZSvwHDRo0UHW4AODQoUOYP38+Pn36hKSkJKsievhtG3qtBQsWNNhO8+bNkfpHtEb58uXx0EDnuWHDhti6dSv69u2LXLlyAQB27dqFa9euaXTk3r9/j2/fvulcZ8CAAXj58iU8PT2xZ88ejSq1fOrVq4dMmTIB4DpNjhQaLzaVKlXC/fv3BfdduXJFdR9u3LiBbt26YdOmTarZXHOQpWqwv7/015ADfdEw3brZ1g5CevQMLgnCHqB+kHA/KDIyEvXq1VOtHzlyBF26dEGKH2nT3bt3x7JlywAY7uMEBgZi9OjR6Nu3L9zc3NC6dWscPnwYHh4eqFOnjl67u3TpAnd3d7i7u6NTp044fPgwGjdujP/++w+nT58GABQsWBBVq1bFyZMnBZ1PHTp0AABkzpwZ+fPnx+PHjzUir/hkzZoVUVFRiI2NNTul0VLI+USYTKlspeQ2gbAR2ppXpPlEWIq5UUm2gDGGoKAgrF+/Xmff8+fPNX6AXV1dddYTEhJMusbIkSMRGhoquJ9fefXp06f4+eefcfHiRfj6+uL69esanSRt3NzcNDpxsbGxGu3xlw29VmOY87p//fVX+Pv7o2bNmjh27Bhy584Nxhi6du2KKVOmGLxOqlSp0Lp1a6xZswbe3t6oXbu2ysFkjU3OztmzZ40ec/v2bTRq1AjLly/XiHTKnTu3Kv0B0F8xGOCqBg8aNEi1njOnhJHQ5coBFy8CGTNKdw2CsAXashSUhpd8sSAySWqoHyRM6tSpDQqb8+VmDPVxKlWqhJs3b2LXrl2oXbs2AgMDMWbMGHh4eJgl9K5P3saQ7I059yo2Nhaurq4q55otkF3zyZmokourbFE9j/4vC0E4AtoPNdJ8IpyJunXr4vDhw7h+/bpq24ULFyxq6+zZs6rqIUuXLkWtWrXg6uqKZs2aYdGiRaqZu/j4eFy5ckWwjZiYGLi7uyNbtmxgjGHBggUa+z09PRETE6NaL1CggMreqKgoVe6+1K/VGIMGDUL//v1Rs2ZNPHnyBE2aNMHatWtVM6lJSUm4dOmS4LndunXDihUrsHLlSr0pd4R53LlzBw0aNMCSJUsQFBSksU/p7Pvy5Qu+f/+O5cuXo127djJZShBOiPbgMFUqeewgCAGoHyT8WkuWLKnSmgKAwMBArF27FvHx8YiLi8OKFStU+wz1cdzd3VGxYkVMmjRJpdV0+/ZthIWFGRT3Vl7r27dvWL9+PQIDA+Hp6YnSpUurrv3gwQOcOnXKoHNOiHTp0mm8hwDXTyhevLgoBWJMhSKfREQ5YA/IEiCvIQRhJQpodppcXahENOE8FChQAOvXr0fv3r3x9etXxMXFoVSpUhZFB1WuXBnDhw/HgwcPkClTJqxevRoA0LFjR0RFRamKYSQkJKB79+4qIW0+JUqUQLt27VCsWDFkypRJIx8fAAYPHoygoCCkTp0aBw8eRGhoKFq1aoUiRYogf/78qFixok1eqyn88ssvcHFxQY0aNXDs2DH88ccfaN68ORISEhAXF4eGDRuibNmyOueVL18erq6uePDgAYKDgyWxLbkxYMAAxMTEYPjw4Rg+fDgArlJw3bp1UbNmTbRt2xYlSpQAwGl2NWrUSE5zCcK54DufRo+maneEXUH9IOHX2qpVK3Tv3l0l1N2rVy/cvHkTRYsWRYYMGVCtWjVcvnwZACeAbqiPExgYiLCwMFSpUgUKhQLly5dHeHg4MhqI7C1SpAiqVKmC9+/fo2nTpqpJoXXr1qFPnz5YsGABFAoFli5dqjdaWR+hoaEYPHgw/vzzT0yZMgUNGjTA/v37VXqbtkLBWPKKA82ZMyciIyMlabvaimo49fQU+pfvj3n150lyDXvk1NNTyJAyA4r5FJPbFEIkHrx/gILz1XnQMSNikM4jnYwWEY5CYmIi7t27Bz8/P7i6OrfTcuXKldi5c6dG1RHCPtD3OZSyD5BckPQ9LF+eS7sbNAiYNUuaaxCELYiIAPLl45b//BP45Rc5rSFsCPWDHJuGDRti/PjxqgIdtqJmzZo6guBSEhcXh7Jly+Lo0aPInDmzzn6p+lEU+URYTdXcVY0fRDgU2pFPadzNF6klCIIgCLOg6BDCWeCnsSSveX6CcGjmzZuHO3fuyG2G5Dx+/BjTpk0TdDxJCTmfRER7wE4Qjgpf82lIpSGUdkcQAoSEhCAkJERuMwiCIAh740e1SYJwZpyxH+Tr6wtfX1+bXzcsLMym1ytUqBAKFSpk02sCJDguKgzczEYyy2QknBAXhfrRkN0zu4yWEARBEMkGinwinAWFAlCKEzdsKK8tBEEQdgI5n0Tk1NNTAIBNtzbJbAlBWEd6j/Rym0A4KIbKvxKErVBOAtHn0cFQ3i+axCOcgZAQICkJ8POT2xLChtDvDuEMSNWPIueTBLz9+lZuEwjCKjKkyoDQ0qEAgGBfqjxFmI5CoYBCoUB8fLzcphDJmNjYWLi6utq0fDBBEIQO5IhIdlA/iHAGpOpHkeaTiJTKWgpXXl1B37J95TaFIKxmcePF+KvhX3BzoccEYToKhQJeXl54/fo1cuTIQTOAhE1hjCE2NhbPnz+Hj4+P3OYQ5pIlC/ffy0tWMwiCICyF+kGEIyN1P4pGlSKyt+NezDs/D79V+01uUwhCFMjxRFiCj48Pnjx5gvv378ttCpEMcXV1hY+PDzJkyCC3KYS5LFoEFC0KDBoktyUEQRAWQ/0gwpGRsh+lYMlMHTtnzpyIjIyU2wyCIAinJykpiQowEDZFoVAYDBGnPoD10HtIEARhGtQPIhwNqftRFNZAEARBSALp7RAEQRAEkVyhfhBBaELfCIIgCIIgCIIgCIIg/s/eXYdFlX5xAP8OqZQoKtjYASgiFnZ3d2Prqhvqqusa+7NWd9V117XWjjUX7Na1E1sRBYMUBEG6Js7vD3auDCXg1IXzeR4fmVtz7rxzZ9459w3GNIaTT4wxxhhjjDHGGGNMYwrdmE+mpqYoVaqURo4dHx8PCwsLjRybaRaXnXhx2YkXl514ibXsIiIikJKSouswRI3rUSwrXHbixWUnXlx24iXWsvvSelShSz5pEg/CKV5cduLFZSdeXHbixWXHNIHfV+LFZSdeXHbixWUnXoW17LjbHWOMMcYYY4wxxhjTGE4+McYYY4wxxhhjjDGN4eSTGk2fPl3XIbB84rITLy478eKyEy8uO6YJ/L4SLy478eKyEy8uO/EqrGXHYz4xxhhjjDHGGGOMMY3hlk+MMcYYY4wxxhhjTGM4+cQYY4wxxhhjjDHGNIaTT0zw7NkzxMXFAQAUCoWOo2F5wWUnXtevX8fLly91HQbLh4sXL+Lu3bu6DoPlEV9zTFP4u1i8uOzEiz/TxYvrUeL0JdeckZpjYSJCRJBIJPD09MS8efNgY2MDIsKuXbtQpUoVXYfHcsBlJ37Xrl3DuHHjYGtrC6lUiilTpqBPnz4wNzfXdWjsMx48eIChQ4eidOnSMDIyQrt27fDVV1+hePHiug6N5YCvOaZu/F0sXlx24sef6eLF9ShxUsc1xy2fCjGJRAKFQoEdO3Zg8eLFuHbtGurVq4clS5bg6tWrug6P5YDLTvx2796NGTNm4OrVq5gyZQrOnTuHTZs26ToslgsHDhzAhAkTcPXqVSxatAg+Pj5YtmyZrsNin8HXHFM3/i4WLy478ePPdPHiepQ4qeOa4+RTIfPhwwf4+PggJSUFAPD48WMYGBigXr16AIAFCxbA3NwcFy5cQGpqqi5DZRlw2YlXREQETp06haioKABpTfpjYmJgZJTW+LRv377o3Lkzjhw5gvj4eF2GyjKIiIjA3r17ERwcDOXksKGhoUI5NWnSBBMmTMCBAwcQExOjy1BZOnzNMU3h72Lx4rITL/5MFy+uR4mTpq45Tj4VAkSEuLg4zJgxA05OTpg1axYGDRoEAKhQoQK8vb2FbW1tbdGoUSO8e/cOT5480VXI7D9cduImlUqxePFiODk5Yf369Rg2bBguXboEiUSCokWLQiKRQCqVwszMDE2aNIGdnR0OHjyo67AZ0r5kV69ejbp16+LAgQOYPHkytmzZAgCwt7eHXC5HYmIijIyM0LRpU9SvXx/r16/XcdSMrzmmCfxdLF5cduLGn+nixfUocdL0NcfJp0JAIpHAx8cHjx8/RmBgII4fP46UlBTMnTsXJUuWhLOzM1avXi1s36xZMwQGBnKfaT3AZSduoaGhOH/+PN68eYMTJ06gdevWWLlyJQIDA9GwYUNcu3YNAQEBAIASJUrA3t4eSUlJOo6aAUBkZCROnjyJJ0+e4OjRoxg1ahQ2bdqEx48fo3HjxvD398f9+/cBpP24adOmDcLDw3UcNeNrjmkCfxeLF5eduPFnunhxPUqcNH3NcfKpkLh//z5q1aoFiUQCAJgxYwaCg4Nx+vRpLFmyBB4eHvDz8wMAVKlSBaGhoYiIiNBlyOw/XHbilZiYCAMDA4SFhQEARo0ahWrVquHPP//EiBEjEBERgUuXLgEArK2t4efnh2LFigGA0DSZ6UbRokURGRmJoKAgAECfPn3Qvn17LFq0CF26dEGRIkVw+vRpyOVymJiY4NWrV6hWrRoALjtd4muOaQp/F4sXl5148We6eHE9Spw0fc3xbHcFmFwuh4GBASQSCYyNjfH8+XOhn2bLli3x77//4vLly+jSpQsGDhyIuXPnokuXLvD19UXZsmXh6Oio4zMovLjsxEsul8PQ0BBA2l2fMmXKICwsDFWqVIGtrS26d++OZcuWQS6XY/z48Vi7di18fX1hYmKCoKAg1K5dGwCESjLTLOWMR4Bq2b179w6urq548eIFXFxcYGhoiLFjx6Jbt24ICQnBtGnT8M0332DChAkoVaoUrl69il69egHgstM2vuaYpvB3sXhx2YkXf6aLC9ejxE+b1xy3fCog1qxZg2HDhuHAgQOIjIwEABgaGgpvgtGjR+PBgwfCDB4mJiaoVasWfH19AaQNsjh69GgcP34cCQkJ2LZtG0qUKKGbkylkuOzEa926dWjVqhVWrFiB27dvA4Dw4Z2QkAA3NzdIpVJ4eXkhNjYWEokEtra2KFmyJIKCgtCzZ0/8/vvvMDExQVxcHI4cOYIGDRro8pQKjY0bN6JBgwaYPXs2jh8/DuBT2b1//x41atRA8eLF8fTpU+Huj7W1NRo0aID79+/D0dERO3bsQP369ZGSkoJTp06hQ4cOOjufwoKvOaYp/F0sXlx24sWf6eLF9Shx0vk1R0zUUlJS6Ouvv6auXbvSjh07qFevXjR69GiSyWRERNS+fXu6fPkyERFNnz6dunfvTpGRkURE9OLFC3JycqLU1FTheFKpVPsnUUhx2YnbmjVrqE2bNnTixAlatmwZVaxYkeLi4oiIaOLEibRr1y4iItqxYwcNGzaMjh07RkRESUlJ1KBBAwoNDRWOpVAotH8ChdiOHTuoefPmdPnyZdq5cyeVLl2afHx8iIho0aJFtHHjRiIiOn36NI0ePZr+/PNPYd82bdrQy5cvdRJ3YcfXHNME/i4WLy47cePPdPHiepQ46cM1x8knkVIWeFRUFFWvXp1iY2OJiMjX15c6dOhAK1euJCKigIAAYZ/Y2Fjq2rUrjR49mnbv3k0tWrSgZcuWaT/4Qo7LTpyio6OFSmtqaio1b96c7t27J6zv2LEjffXVV0SUVrZKycnJtGbNGnJycqLff/+d2rVrR6NGjRLKnWleSkqK8LdUKqURI0bQ4cOHhWVjxoyhCRMmUHJyMiUmJqpse+zYMSpfvjwtXbqU2rdvT7169aKIiAhthl9o8TXHNIm/i8WLy06c+DNdvLgeJU76eM1x8klEXr58ScuXLye5XE5ERHK5nKKioqh379509uxZYbt9+/ZRrVq1sjzG69evacOGDdSnTx/avHmzVuJmXHZi9urVK5o8eTLVrVuXvLy8hDuq3bp1Eyq4RET37t2jChUqUHh4eJbHOXnyJH333Xe0adMmrcTN0n6IfPXVV9SrVy/atWsXhYSEEBFRjx49aNasWcJ2z549o6ZNm9KdO3eyPM7169dpyZIl9Ndff2kl7sKOrzmmKfxdLF5cduLFn+nixfUocdLna46TTyIglUppyZIlZGNjQyVKlFB5AwQHB9OECRPo999/F5ZFRkZSq1at6OTJk8KyI0eOaDVmlobLTtwmT55MNjY2tGrVKvrw4YOwXCaT0YYNG6hXr17CBzoRkbOzs1CecrmcDh8+rNJElWmHXC6nFStWUK1atWjlypV08OBB6tu3L02fPp2IiDw9Palu3boqZdetWzdatGgREaWV78mTJ+nBgwc6ib8w42uOaQJ/F4sXl5248We6OHE9Srz0/ZrjAcdFwMjICA0aNMCxY8ewfv167NmzR1hXrlw5VKtWDT4+Pnj48KGw3NbWVpjuMCwsDAcPHkRSUpLWYy/suOzESS6XAwAqVqyIUqVKYfr06bCxsUFgYCCAtIH5GjZsCIVCgUOHDgn79erVS5hS1sDAANevXxcG8WPaY2BgAEdHR+zduxczZszAgAED0L59e8TFxUEqlcLNzQ0lS5bEhg0bhH26dOmCx48fA0gr32fPnsHW1lZXp1Do8DXHNIm/i8WLy06c+DNd3LgeJT6iueY0ltZiaqXsa+vr60stWrSg/fv3C+t8fHxo2rRpNHz4cCIi+vDhA7Vo0YJevXqlk1iZKi478Ul/R8DCwoIWLFhAPXr0oPbt29OUKVPo6NGjRES0du1aqlmzJkVGRlJ4eDh17NiR/v33X12FzejTWCAJCQlE9On6mzZtGs2ZM0fYzsPDg+zs7OjRo0cUGhpKffr0oX/++Uf7ATMi4muOaR5/F4sXl5348Ge6eHE9SpzEcs1xyyc9cubMGcTFxWW5zsTEBEBaNrNHjx7YunWrsK5WrVqYM2cOwsLC0KVLFzg4OKBDhw6oUKGCcOeHaVZKSkq267js9Jsy25+eoaEhFAoFAGDq1KnYuXMnJk+ejN27d6NSpUqYP38+YmJiMHXqVLi5uWHcuHFwdXWFk5MTGjVqpO1TKLTOnDmDiIgIlWXKqbXNzMwApF1/CoUCr1+/RpMmTYTt+vbti8mTJ2PFihVo0aIFypcvz1P8asmGDRuEaZmV+Jpj6sD1KPHiepR4cT1KvLgeJU6irkdpLc3FsrV582ZycHCg5s2bU48ePWjnzp3CuiNHjmTqL/vo0SNq3LgxeXl5EREJMwZ8/PiRvLy8hCkTmWalpqbSkiVLqGjRorR9+3ZhuXIwzKNHj3LZ6SmZTEarVq0iS0tLGjt2rNC3WVl2Fy5cEAZFlMvlKuUSHBxM7dq1oytXrhBR2h2ioKAgio+P1/JZFE4pKSm0ZMkSatCgAbVv357atGkjTOkrlUrpwoULtGXLFpV9bty4QU2aNBEep+/LHhERIdzdY5r36tUrMjExoYkTJwotExQKBV9z7ItwPUqcuB4lXlyPEi+uR4mb2OtR3PJJh4gIUqkUN2/exIoVK3Dt2jWMGDEC//vf/+Dn5wcAePXqFezs7FT2q1evHnr37o3Ro0eja9eu2LJlCwDA2toarq6usLCw0Pq5FEYeHh548+YNBg4ciAMHDgh3Ww0M0i4rX19flClTRmUfLjv98ODBA7x//x5ff/01iAj3798H8KnsUlNT0a5dO2FZ+nK5ePEibG1t0aJFCwBpd4jKly8Pc3NzLZ9F4bR79248ePAAHh4eOH/+PMaMGYNFixYBSBsbJDU1FW3atAEAyGQyAMDdu3fRsWNHPHv2DN27d8fcuXOFO+IlS5YU7u4xzVG+3g8fPoSLiwuAtHIB0q6h1NRUtG/fHgBfcyz3uB4lblyPEi+uR4kX16PEqcDUo7Se7irkXr58SefOnRMyxL6+vlS9enWVjHH//v1p/vz5lJiYmOUxdu7cSfb29lS/fn3atm2bVuJmaTOopBcVFSVk/qtWrUrHjx//7DG47HTDz8+Pzpw5I8z6EBMTQ+/fvycionHjxtHChQspKioqy30VCgXFxsbSjh07qE2bNtSiRQuVaZ2ZZvn4+NDhw4fp3bt3RJR2t+358+fC+qdPn1Lr1q2F9RmlpqZS9erVqVSpUtS+fXvau3evVuIu7JTlprzOpFIpEREtWrSIrly5QjNmzKDp06dTbGxspn35mmM54XqUeHE9Sry4HiVeXI8Sp4Jaj+KWT1oSGxuL4cOHo1evXvjrr7/QpUsXBAYGonr16jA1NYWnp6ew7bhx43D27FnExsaqHEMqlQJI61v966+/4sGDBxg9erRWz6Mw8vb2RocOHVCzZk3hTioAFC9eXLibOmDAAGzZsgXJyclZHoPLTjeePHmCfv36YeDAgdi9ezdatmyJ8PBwWFlZoWTJkgCADh06wM/PDw8ePACATGNEJCcnQ6FQwM/PDzNmzMDVq1fRsWNHrZ9LYZOYmIhJkyahV69eOHLkCFq0aIFnz57Bzs4OtWvXFu7GXbp0CRYWFpnujgNAfHw85HI52rZti127duH8+fMYMmSItk+lUMlYbm5ubvD29lZpyWBiYoIJEybg/fv3WLVqFXbv3q1yDL7mWFa4HiVeXI8SL65HiRfXo8SpwNejdJ39KiwePXpEgwYNoqSkJCIiGj58OA0ePJhiY2Np7dq11K5dOyL61Fe6atWqdPr0aSIiun37Nk2fPp3evHmjm+ALMYVCQTNmzKClS5eSm5sbrVixItN6orTZVezt7TPNFnDnzh0uOx2Ry+U0fvx4+vnnn4VlnTt3pqlTpxLRpzsIcXFxNHLkSFqyZInK/kFBQTR79my6cOGC9oJmgsDAQOrdu7dwx2fGjBk0fPhwevLkCRF9+qwcPnw4HTp0SGXfgIAAmjNnDpedDmRXbs+ePaP4+HiaMGECERFt27aNSpcuTaVLlyZPT08iInr79i2XG8sW16PEietR4sX1KHHjepQ4FfR6FLd80pJLly4hISEBRYoUAQD88ssvCAgIwLVr19CtWzeEhITg8OHDQlbTzc1NyEg7OTnh22+/ReXKlXUWf2FERJBIJJg0aRLmzp2L2bNn4++//0ZoaKiwjUQigVQqhY2NDXr37o1Dhw7h7du32LRpEwCgTp06XHY6oFAoYGBggK+//hpff/21sLxNmzYwMjICkNavXS6Xw8LCAt26dcO7d+/g4eGB3377DZGRkbCzs8P3338vjFnAtOvGjRtITk5G6dKlAQBz5sxBamoqbty4AalUCgMDA4SEhODjx4/o27cvgoODheuuTJkymDlzJpedDmRVbikpKbh69SrkcjnOnj0LW1tb7Nu3D5MnT0aHDh1QokQJAEC5cuW43Fi2uB4lPlyPEi+uR4kf16PEqaDXozj5pGbKKQ7pvyanyv87deqEO3fuCIMplilTBq6urjh69CgqV66Mb775Bv/73/+wfv16jBkzBj4+PnBzcwOQNtVlhQoVdHA2hYuykqqknGq0WrVqAICePXvCxMREpWk/ABgbGwNIK+ONGzeiWbNmePDgAeRyOczNzbnstIAyNPFW/vhwdHSEmZmZcF2eOXMGrq6uwnaGhoYAADs7O+zduxcTJ06Et7c3zMzMYGRkBBsbGy2dQeH1/v17AIBcLgfwqSzbt2+PixcvIioqCkDagJYNGzbE/fv3ERkZCQC4fPkyfH19MWvWLPTs2RM+Pj6QSqVcdlpw9epVoRyAz5fbo0eP8O7dOyxevBgnT57EuXPn8NNPP8HMzAxJSUkgIhgbG3O5Ma5HiRjXo8SL61HixfUocSq09ShdNLcqaBITE2nBggXUtWtXWrx4McXExGTaJiEhgfr06UNLly4Vlj18+JDKlCkjPP73339p0qRJ9L///Y+nG9WS5ORkmjVrFrVu3ZqmT59O/v7+WW6nbFq8detWatSokTDgotLGjRupTp069NNPP/F0o1qSkJBAixYtom7dutH8+fMpJCQky+2UTfp9fX2padOmQpcNpevXr1PTpk1p7ty5XHZa5OfnR7a2ttSjR49M65RNwTt16kTTpk0Tlr948YIqVaoklGGTJk2oTJky9Ntvv3HZaYFMJqOff/6ZatSoQWPGjMnUDSa7cvPx8SF7e3uVa0/5mSqTybQQOdN3XI8SL65HiRfXo8SN61Hiw/UoIk4+faG4uDjq3r07TZw4kV68eEG9evWiKVOm0IMHD4hI9Q1x5MgRKlu2rDD7ytu3b6lPnz5Cn06mffPmzaOhQ4eSn58fDRkyhEaOHElXr14louwv5gYNGpCnpyd5eHjQqVOniCitXzvTngsXLpCjoyONHz9emKVj5syZFB4enu0++/fvp1mzZhER0eHDh+nw4cNERFnOEsE079atW9S3b19ycXGhW7duEdGnL12lO3fukKmpKQUEBAjLWrVqRb6+vkSU9sOTaY+XlxcNGDCAnj59qrJc+cNEKbtye/v2bZbbs8KN61HixvUoceJ6lPhxPUp8uB5FJCHK0M6SfVZycrIw5sCtW7ewZs0abNq0CdbW1vDy8sKYMWPQpUsX/PLLL5n27dWrFywsLODk5IRDhw6hffv2WLFihbZPodCj/8Yh6NixI6ZMmYJevXohKCgI27dvh4+PD/bt25ftvj169MDJkydRo0YN/PLLL+jZs6cWI2dA2tgfxsbGaN68OQDgxIkTWLRoEe7cuSM088+oV69eUCgUMDQ0RHh4OH788Ud069ZNm2GzdFauXImPHz/C0tISjx8/xr59+4QxJoBP401MmDAB0dHRqFy5Mi5evIiGDRti/fr12ZYz0xx3d3fUrl0bs2fPhr+/PwICAtC8eXOh2wXA5cZyh+tR4sf1KHHjepT4cT1KfLgexWM+5YmXlxc6duyIMWPGYOvWrQCA1NRUvHnzBu/evQMAVKxYEba2tnj06BEeP34MIO0LWtlXevv27Rg2bBh8fHywZMkSrjBpyY0bNzBlyhTcunULQNo4BJGRkahUqRJSU1MBABUqVEDnzp0RGhqKmzdvAvg09gQAxMXFYfTo0YiOjsaZM2fw4sULrjBpQcayA4CGDRuicePGQvnY29vD0tISiYmJWR4jKCgIx48fh7m5OaZMmYKbN29yhUkLMpadQqEQ+rTLZDI0b94crVu3hp+fH4KCgpCSkgLg07gFALB69WrMnDkTiYmJWLJkCTZs2CD6L159d/PmTQwePBhnzpwBAOEzslatWoiMjMTChQvRr18/rFmzBgMHDsS1a9cAcLmxz+N6lHhxPUq8uB4lXlyPEieuR2XPSNcBiIWvry++++47jB07Fvb29pgxYwaio6MxY8YM1K5dGz/88ANKlSqFZ8+eoVu3bvDz80NYWBjq1asHiUQivFlKlCiBrl27omvXrjo+o8JBJpNh586dmD9/PipUqAAiQtOmTQFAGJDNx8cHkZGRsLGxQaVKldCgQQN4eXnBzc1NuHsAAJaWlli6dCnKli2rk3MpbHIqOwsLCwCfBufbtm0b6tevD3Nz80zHISJUqFABjx8/hpOTk/ZOoBDLruzSX0/Xr1/H+PHjUaJECVhaWqJGjRqYNGkSfvvtN5U7QBYWFmjUqBEaNWqki1MpdA4ePIg5c+agTJky+OOPP9C5c2eYmJgAAExMTBAUFIQSJUrg/v37iI2NxYoVK7Bw4UL8+++/XG4sR1yPEieuR4kX16PEi+tR4sX1qJxxy6ccJCUlCX+HhYXBzMwMo0ePRps2bfDTTz/By8sL586dw65duzBr1iw4ODjAw8MD8+fPx7Vr1/jLVYeUMwRIJBK4urri3LlzWL58OYKCgnD//n1hu549e+LBgwd48uQJAMDW1havXr0SprfMiMtU83JTdso7dRKJBPHx8Th//jy++uorAEBsbCySk5OF40kkEhARV5i0ILdl5+/vj2LFiuGPP/6Ag4MDYmJiULFiRSxevFjYhmmPssUJADRq1AiHDh3C33//jaioKFy6dElY17p1awQFBSE6OhoAYGVlhZYtW6J48eLCDGSMpcf1KPHiepR4cT1KvLgeJU5cj8o9Tj5lYfXq1WjQoAGmTJkCLy8vAEBISAgqVKiAiIgIAECzZs3g4OAgTBfbrFkzfPfddyhXrhy8vLzQuHFjlC9fXmfnUFitXr0azs7OGDduHE6dOgWpVIp69erB0dERVapUQeXKlbF//35h+x49eqBq1arYsGED7t+/j5iYGMTHx8POzk6HZ1E45aXs0t/5efbsGZo3b474+HiMGzcO48ePR0hIiMqxC0IzVX2W17Kzt7fHo0eP4O3tjT179uDBgweoU6cOli9fLmzDNG/NmjVwdnaGu7s7du7ciQ8fPsDe3h4NGjSAra0t2rRpgw0bNgjbu7i4YOjQoYiOjsbNmzcRGRmJ9evXo1mzZrC0tNThmTB9w/Uo8eJ6lHhxPUq8uB4lTlyPygftjm+u//766y9q3749vXr1ihYsWEDdu3enY8eOUXBwMDk5OanMCuDh4UFjxoyhoKAgkkqldO/ePerQoQM5OTnRpk2bdHcShdThw4epffv29PbtW9q0aRP169ePli1bJqxXKBS0f/9+6tq1Kz179kxYHhERQb/88gu1a9eOKlasSMuWLRPdtJVil5+yU870MHXqVJJIJNS8eXNaunSpMAsS0478Xnfpp1KXyWT0/PlzSk5O1mrshdnNmzepY8eO9Pr1azpx4gQNGzaMJk2apLLNnTt3qH79+nT37l2V5bt27aKhQ4dSrVq1aPny5ZSSkqLN0Jme43qUeHE9Sry4HiVeXI8SJ65H5U+hT4sqBwBT8vf3h5ubG6pWrYq5c+eiU6dO2LNnD0qWLAlXV1fs3btXaBJZrlw53L17F7a2tjAyMkJSUhIGDRqEJ0+eYMKECbo4nUIlKSlJ6KsOpI0nUaZMGdjb22P06NFwd3fH6dOn8erVKwBpd23q1q2LChUq4Pz58wCAwMBAlCxZEt9//z22bt2KgIAA/PDDDyp9bpn6qaPsgoODAQDm5ubYsmULrl27hrlz56Jo0aLaP6FCRB1lFxAQACsrKxAR5HI5DA0NUbt2bZiamurknAqD+Ph4SKVS4fHTp0+RmpqKKlWqoHPnzpgzZw7Onj2LZ8+eCdtUq1YNLVq0wN9//w0gbVwXABgxYgT+/PNP+Pj4YPbs2cJYBqxw4nqUeHE9Sry4HiVeXI8SJ65HqUehTT69ePEC48aNw9ChQ7F06VIAaQPqRUREoHz58khJSYGpqSmaNWuGokWL4ujRo5g9ezaePXuG1atXAwCeP38OZ2dn4Y3YvHlzjB07VmfnVFi8ePECo0ePRt++fTFr1ixhZg4iQtWqVREdHQ1jY2O4urqiVq1a2LFjh7Bv7dq10apVK6xduxZVqlTBX3/9hYSEBABApUqVdHE6hYo6y279+vWQyWRYvnw5xowZo6MzKjzUWXabN29GYmIiJBIJ/0DRMGW5de/eHdOmTYOfnx+AtEGba9SogdDQUBgaGsLR0RGdOnXCypUrhX1LlCiBIUOGYPv27ahSpQp+++03YZyC4sWL6+J0mB7hepR4cT1KvLgeJV5cjxInrkepV6FLPslkMqxatQr9+/dH9erVsXjxYqxZswZ//PEHJBIJKleujNOnTwsfCDVr1kTVqlXx8uVL1KxZE3PmzEFgYCBcXV2xYcMGfP311zAzM9PxWRUOcrkc27dvx8CBA1GjRg1s374dZ8+exa+//gogbZBLHx8fBAYGAki74Js3b46wsDBh0FMPDw9MmjQJVapUwZ9//oklS5ZkObMHUy9NlN3PP/8MIyOesFPTNHXd8eemZhERjhw5gsGDB6NGjRo4efIkQkJCsG7dOqSmpqJYsWJITk7GgwcPAKQNTjp48GCEhIQgNjYWAHDkyBF06dIFjRo1wvr16/HXX3/B2tpah2fF9AHXo8SL61HixfUo8eJ6lDhxPUozCl3yycjICHZ2dsIduNq1a2P+/Pk4dOgQAGDSpEl49eoVbt68iaSkJJiZmeHDhw8IDw8HALRs2RIbN26Eh4cH7t69i4YNG+rydAoVQ0NDlCpVCh4eHvjhhx9gZ2eH77//HkeOHAEA9O3bF4mJibh58yZiYmJgYmKCDx8+QCKRCE2IS5QogVOnTuH8+fM8TbMWcdmJF5edOEkkEtjY2GDfvn344YcfYG5ujkmTJuHixYswMTFBs2bNUKxYMdy8eRMREREwMDBAZGQk7OzshIFKq1WrhuPHj+P8+fPo3Lmzjs+I6QuuR4kXf56LF5edeHHZiRPXozSjUCWflP1r+/TpgypVqkAmkwFI68PZrl07AGlN4IYNG4bdu3dj7969ICKEh4ejfv36wnGKFi3KTYt1pG3btqhWrRrkcjmAtNkcGjduDLlcDisrKwwYMABXr17FqlWrIJfL8fDhQ1SuXFnYv02bNmjWrJmuwi/UuOzEi8tOnBo2bIhatWoJUy6bm5ujRo0aQkKgV69eCAoKwuzZsxEfH4/jx4+jZMmSsLCwAAA4OjqiefPmujwFpme4HiV+/HkuXlx24sVlJ05cj1K/Apt8evv2LQAIFznwaZpQMzMzSCQSoanp9evXUadOHWG7adOmYeDAgfDw8ICDgwOKFy+OwYMHZzoO04wXL14AgFCpTU9ZdsqM8tGjR1GvXj2hv/OQIUPw9ddfw9vbG87OzrCwsMC0adO0F3wht2PHDhw9elRoJpx+QEUuO/22d+9e/Pvvv8IXLJedOGzYsAG//PKLSrNvpSJFiqh8X+3duxf169cX7qS2a9cOixcvBhGhRYsWMDMzw08//aTV+Jn+4nqUeHE9Sry4HiVeXI8SJ65HaZl2JtXTDqlUSosXLyYbGxtycXHJ1T4PHz6kqlWrCo8/fPgg/P3u3btCNfWhLslkMvr555+pWLFiZG1tnat9/P39qXLlysLjkJAQYYrRjx8/ctlp0b1798je3p569epF/fr1o6FDh1JoaCgREcnl8kzbc9npj/3791Pt2rWpd+/e1L9/f/ruu+8oPDyciLjs9Nnx48epdu3aNHDgQFq4cCHVqFGDQkJCst0+MjKSatSoQR8/fiQiojdv3gjTNCclJVFqaqo2wmZ6jutR4sX1KHHjepR4cT1KnLgepRsFquXTu3fvEBAQgFWrVsHGxgYeHh4AVO/aZXTlyhVMmjQJN2/eRMuWLbF8+XKkpKQAAMqUKVOopj7UNkp3RyAlJQX+/v44cOAAqlevji1btgDI+q6d0pUrVzB48GBcvnwZbdu2xeLFi4UZV6ytrbnsNCh92QFpAyF+++23OHLkCNatWwcAmD59epbbAlx2+uSff/7BqlWrcPjwYSxatAg+Pj74+eefAXDZ6TNPT08sWrQIBw4cwDfffANXV9dMU96nd/36dbRt2xa3bt1Cp06dsHDhQmFAzCJFisDY2FhboTM9xvUoceF6lHhxParg4HqUOHE9Skd0l/f6ck+fPqU///yTXr16JSwLDw+nlJQUWrZsGXXu3DnTPsoMtEwmI6lUSvXq1SMrKyvq1KkTHTx4UGuxF3YvX76k6OhoIkq700pE9P79eyIiWr9+PdWsWTPTPsqyU/7fsWNHMjQ0pK5du3LZaVH6slPenZk4cSJ98803wjZv3rwhAwMDoUyVdwO47HQr42dmQEAA9ejRg06ePElERAqFgjp06EBWVlbC3RwuO9179uwZLVmyhB4+fEgJCQlERNS9e3caMGAABQUF0eDBg8nFxYVOnz5NSUlJRPTpc1Vp+PDhJJFIqEePHlxuTMD1KPHiepR4cT1KvLgeJU5cj9Ifomz5JJPJMG/ePHTr1g23bt3C119/jd9//x0AUKpUKZiYmKBHjx6IiorChQsXhH2AtAHeiAiGhoYwMDBAzZo1cfz4cZw5cwYDBgzQ2TkVFv7+/ujVqxdq1aol9GVW9qUtXbo0AGDkyJFITU2Fp6cnAEAqlQL4VHZA2p2E2rVr499//8XJkye57LQgq7IzNDSEQqGAi4sLoqOjERMTAwCoXLkyunTpguXLlwMAjI2Nuex0KONn5rRp07BhwwZUqFAB5cqVw+bNm/H06VOsXbsWLi4ucHBwwPr16wFw2enazz//jO7du+PNmzdYunQpfvjhBwDA0qVLUalSJbi4uKB8+fKYO3culixZgm+++QZA2oxkRISPHz8CAJycnHDp0iUcO3aMy41xPUrEuB4lXlyPEi+uR4kX16P0jPbzXV8uODiY3NzcSCaTERHRiRMnqEGDBnTlyhVhm8TERPrhhx+oT58+KvvKZDJq1aoV3bp1S6sxszR37tyh6dOn0+XLl6l06dIUFRVFRGl3CtJbunRpluNNdOrUSbi7wLQru7IjIjp//jy5u7vTgQMHhGU7d+6kAQMGCI87d+7MZacjWX1mOjs707179ygyMpJ++ukn6tmzJw0fPpxevnxJc+bMobVr1wr7c9npRmRkJLVt21YYQ8fHx4fKlStHx48fJyKi3bt307Rp04Ttvby8yMrKSri7OmbMGPrnn3+0HzjTe1yPEi+uR4kX16PEi+tR4sT1KP0jyuRTVFQUNWzYkB49ekREac0Yf/jhB6F5uEKhILlcTi9fvqRmzZrRkSNH6LfffqP79+8TUdobkemGQqEQXv+OHTvS9OnTiYiED3PlNjKZjOzt7Wnv3r20aNEiOn/+PBGR0ISVaV92ZUeUNkDismXLqG/fvpSYmEhERHPnzqXVq1cL28TGxmo3YCbI6jNzzpw51KVLF2Gb+Ph44e8OHTrQqVOnhMdcdrpTp04dunr1qvB46dKl5OjoSEREO3bsoAkTJgjrDh8+TGPHjqW4uDgiUi1TxtLjepR4cT1KvLgeJV5cjxIvrkfpF1F2uwsNDUXdunXx/PlzAGnNiEePHo2AgAC8fPlSmMoyLCwM/v7+GD58OEJCQlCrVi0AQIkSJXQZfoFHRLh9+3aWg1xKJBLh9f/++++xe/duyGQyGBoagoigUCggkUjg5+cHmUyGCRMmICoqCo0bNwYAWFlZafVcChsiUik3SjdQYnZlB6QNkDh27FgkJydjxIgRGDJkCI4ePaoy9balpaWWzqJwylh26WX1mTlmzBj4+/vj5cuXAABzc3PcuHED7u7ukEgkqF+/vrA/l53mEBHCwsKyXBceHo727dvj+vXrwrLvv/8eQUFBePnyJapUqQJvb29MmzYNkyZNwoIFC9CyZUtYWFgASCtTxrLC9Sj9xvUo8eJ6lHhxPUqcuB4lLnqXfIqLi8PMmTOFmR6yUqdOHVhbW+PJkycIDQ0FkPbmqFu3Lt68eQMgrV/14MGDMXHiRHz48AG//vorzMzMtHIOhVV8fDyWLl2KevXq4fTp08JsN9lp3749qlWrhhUrVgCASmW3X79+GD9+PD58+IDffvuNP7Q1LDExEYsWLULdunUxffp07Nq1C8CncSQyylh2QNpYE3v27MG4cePg6uqKe/fuoVOnTlqJvzCLi4vD0qVL4eLigpkzZwpll352quw+M52cnITPzKdPn2LcuHGoU6cOjh07Bjs7O+2fTCGSmJiIxYsXo06dOpgwYQLmzZsHQLXcSpcujRo1asDX1xevX78GkDYGQdeuXXHjxg20aNECGzduRIkSJVClShV4eXlh5MiROjkfpj+4HiVeXI8SL65HiRfXo8SJ61EipZsGV1nz9vamDh06UNWqVal27doUGhqaaRtlH8wzZ87QmDFjhOaoKSkp1Lp1awoICNBqzCzNnTt3yN7envr160evX7/+7PbKsQn+/fdfqlSpEh0/fpymTp3KTfl15Mcff6TRo0eTj48PXbp0iaytren69etZbptd2X38+FGLETMiosuXL1Pt2rVpypQp9OjRI9q2bRvZ2toKn5NE/JmpjxQKBc2ZM4dGjRpFb968ocePH5NEIhFmWFFuQ0T08OFDmjRpEn333XfCuh49etDjx4+1HjfTf1yPEi+uR4kb16PEietR4sT1KPHSefIpPDxc+Ds+Pl4YjK1Jkya0YcOGTNsrPwCkUimdO3eOKlSoQDNnziRnZ2caOXKkMHUp07z0FZzIyEhq1qyZ0Kc2JCSEXr16pTIlc1bWr19PEomEnJ2d6dChQ0SUedBMplnR0dFUsWJFCgsLE5Y1bNiQunXrRkFBQUSUdZlkVXZMuxITE1V+pOzdu5dmz56tMp02f2bqh/TfdbGxsWRvby+U3b1792jKlCnCGAPK8XaUfz9//pzKlStH06ZNIxcXF+rdu7fK8VjhxvUo8eJ6VMHA9Sjx4nqUeHA9qmDQWfLp7t271LNnT3J2dqYZM2bQy5cviYiEQfY2bdpETZs2/ewdnAcPHtDatWt5BgEtunr1Kg0cOJBatmxJCxYsEMpu/vz51KVLF+rRowe5uLjQ4MGDhcFLs7Jz505q3LgxXbhwQVuhF3qXL1+mXr160Z07d1SWd+7cmRYuXEhEaZWoESNGUP369enatWtZHofLTvuyKzsiooiICBo7dixZW1tTnz59aNKkSdkehz8ztSvjd93z58+JKO2a69WrF7Vq1YpKly5NvXr1ImdnZ3r79q3K/srKk5+fH+3Zs4dOnz6t7VNgeorrUeLF9Sjx4nqUeHE9Spy4HlWw6CT5pFAoqH///rRixQoKDw+nyZMnU5s2bYRspVLt2rVpz549wt0CqVRKUqmUdu/eTffu3dNF6IXesmXLqF69evT333/T48ePaejQocI0sP7+/tShQwdhatEPHz5QvXr1aMmSJURElJycTAcPHqSjR4/qLP7CbNu2bdS0aVMqVaoUTZ06VeUu6oULF6hixYo0ZswYqlevHu3fv5+aN29Oy5YtI6K0psVcdrqTsezSNwcnSru2lNMzJycnU6NGjWjRokVERJSUlMSfmTqS1XddixYtSKFQUHJyMnl6etKIESMoNTWViIgGDx5M3377LSkUCpJKpXTw4EFhOmDG0uN6lHhxPUq8uB4lXlyPEieuRxU8Ohlw/PHjxwgPD8fMmTNRqlQprF+/HvHx8fD09IRUKhW2GzlyJPbu3QuJRIKwsDAYGRnByMgIcXFxqFq1qi5CL/RatmyJbdu2YejQoahbty769++P5ORkxMfHo1KlSti3bx+mTp0KALCxscGoUaNw584dAICpqSkAoFmzZjqLvzBr3Lgx9u7di9u3b+P06dPw9fUV1rVr1w43b95Enz59cOTIEQwaNAhNmjQRBu0zMTEBwGWnKxnLTjmzCpA2y4epqSkGDhwIIO06Gzx4MG7fvg0AKFKkCOLj4/kzUwey+q5LTk7Grl27YGpqiitXrsDBwQHGxsYAgGHDhuHSpUuQSCQwMjICADRt2lSXp8D0FNejxIvrUeLF9Sjx4nqUOHE9qgDSRcYrNTWVbGxshGZzRESrV6+mvn37UkxMjEq/aBsbG2rUqBFZW1uTt7e3LsJl6SjvFCgzzHPmzKFvv/2WiDL3Z3/+/Dl1796dzpw5o90gWbaUZdStWzeaM2dOtts9efKEOnbsSL6+vtoKjX1Gbsvu+fPn1KtXL77u9EB233W9evWipKQk2rp1K1WuXJlkMhl5e3vTgAEDaNWqVTxeC/ssrkeJF9ejxI3rUeLF9Sjx4XpUwaOTlk/Gxsbo378//vjjD2HZhAkTcOvWLYSHh0MikeD169cYMWKEsG1YWBjq1Kmji3BZOgYGaW8ZZYb5zZs3wl0ciUQCIsKVK1fQsWNHjB49Gm3atEH79u11Fi9TRUQAgJkzZ+Lw4cPw8/NTWf/gwQP069cP/fr1Q48ePVCtWjVhH6ZbOZVdYmIizp8/jy5dusDd3R0tW7bk604PZPddd/fuXQQHB2PMmDFwcnJCt27dMHjwYLi4uODrr7/OdmpuxpS4HiVeXI8SN65HiRfXo8SH61EFj5Gunnj48OEYOXIkQkNDUaZMGZibm8PJyQne3t6oVq0aDAwM0KtXL+zevVtXIbLPePLkCd68eYP+/fsDAHx9fVGjRg0YGhpiwIABGD9+vI4jZBkZGBiAiNC6dWvY2dnh4sWLqF69Onx8fFC7dm1YWlpi+PDh6NOnj65DZRlkV3YvX75EzZo1kZqaiv79+2Ps2LG6DpWlk9V3naOjI549e4Zq1arh4MGDCAkJQZUqVXQdKhMZrkeJH9ejxIfrUeLF9Shx4npUwSIhHabjR44ciY8fP2LlypW4evUq9u3bh8OHD6NYsWK6ConlAhFBIpFg/fr1ePr0Kfr164cFCxagXLlyOHTokK7DY5+hLL9jx45h+PDhKFmyJKpWrYpz587xnQI9l13ZnT9/XtehsRzwdx3TFH5viRPXo8SN61HixfUoceLvuoJDp8mn2NhY/Pnnnzhz5gwsLCwwa9YstG7dWlfhsDxITU2Fi4sLgoOD0aFDB0yZMoXLTkSOHDmCuXPnokyZMvjxxx/Rtm1bXYfEconLTnz4u45pCr+3xIvrUeLG38XixWUnPvxdV3DoNPmkFBUVhRIlSug6DJZHS5YsQdeuXeHi4qLrUFgeXb58GcWLF0e9evV0HQrLIy478eLvOqYp/N4SJ65HiRd/F4sXl5148Xed+OlF8okxxhhjjDHGGGOMFUw6me2OMcYYY4wxxhhjjBUOnHxijDHGGGOMMcYYYxrDySfGGGOMMcYYY4wxpjGcfGKMMcYYY4wxxhhjGsPJJ8YYY4wxxhhjjDGmMZx8YowxxhhjjDHGGGMaY6TrABhjhZu9vT1MTU1RpEgRJCQkwMHBAbNnz4abm9tn9z1y5Ajs7OzQpEmTPD1n165d8e7dOwDA48eP4ejoCENDQ1haWmLYsGGIi4vD999/n6/zYYwxxhjTFq5HMcbEgpNPjDGdO3DgAJydnQEAnp6e6Nq1K86ePYvGjRvnuN+RI0fg7Oyc50rTqVOnhL8lEgmuXbsGa2vrvIbNGGOMMaZzXI9ijIkBd7tjjOmVvn37YtKkSVi5ciUA4OLFi2jatCnq168PBwcHbN26FUBaxefYsWP49ddf4ezsjC1btgAAdu/ejcaNG8PFxQUtW7bE48eP8/T8P/30E7799lsAwI4dO9C+fXsMGTIEderUgZubG54/f44+ffqgdu3a6NixI+Lj4wEAUqkUc+bMQaNGjeDs7IyBAwfi48ePanpVGGOMMcY+j+tRjDF9xS2fGGN6p3Hjxjh27BgAwMXFBdevX4ehoSGioqJQv359dOrUCV27dkXPnj3h7OwsVHJu3LiBffv24erVqzA1NcW1a9cwdOhQeHt75zsWLy8vPH36FBUrVsSIESPQo0cP3Lx5E7a2tujevTt27tyJKVOm4Ndff4W5uTnu3r0LAFi8eDHmzZuHdevWffHrwRhjjDGWW1yPYozpI04+Mcb0DhEJf0dGRmLs2LHw9fWFkZERIiMj8ezZM5QvXz7TfkePHsXjx49VmplHRUUhKSkJRYsWzVcsTZs2RcWKFQEArq6ukEqlsLW1BQA0bNgQfn5+ANKarsfExMDDwwMAkJqaCnt7+3w9J2OMMcZYfnE9ijGmjzj5xBjTO15eXnB0dAQATJo0CV27doWHhwckEglcXFyQnJyc5X5EhFGjRmHZsmVqi6VIkSLC34aGhpkey2Qy4bnXrl2Ljh07qu25GWOMMcbyiutRjDF9xGM+Mcb0ytGjR7FhwwbMmDEDAPDx40dUqlQJEokEV69eVRl7wMrKCjExMcLjnj17Ys+ePQgMDAQAKBQK3Lt3Tytx9+7dG7/99hsSExMBAImJiV/UTJ0xxhhjLK+4HsUY01fc8okxpnODBg0SpgiuU6cOTp06JTT5Xr58Ob766issXrwYzs7OKk3BR4wYAXd3dxw5cgRTpkzBuHHj8Msvv6BPnz6QyWRITU1Ft27d4OrqqvFzmD17NlJSUtC4cWNIJBJhmYODg8afmzHGGGOFF9ejGGNiIKH0nYIZY4wxxhhjjDHGGFMj7nbHGGOMMcYYY4wxxjSGk0+MMcYYY4wxxhhjTGM4+cQYY4wxxhhjjDHGNIaTT4wxxhhjjDHGGGNMYzj5xBhjjDHGGGOMMcY0hpNPjDHGGGOMMcYYY0xjOPnEGGOMMcYYY4wxxjSGk0+MMcYYY4wxxhhjTGM4+cQYY4wxxhhjjDHGNIaTT4wxxhhjjDHGGGNMYzj5xBhjjDHGGGOMMcY0hpNPjDHGGGOMMcYYY0xjOPnEGGOMMcYYY4wxxjSGk0+MFWASiQQXLlz4omNMmjQJ48aNU1NE+sfBwQE7d+7Mdv2WLVtgb28vPNa31yO/ZdyxY0ccOnQo389779491KpVC6mpqfk+BmOMMfalPvc9zlhBFB0dDXt7ewQFBeX7GP7+/pBIJHj16pUaI0vTo0cP7NixQ+3HZeLGySfG9FTr1q1hYmICCwsLWFlZwcHBAZs2bdLoc2aVyNi4cSO2bNmisef86aef0Lx580zLd+zYgfLly2vseZW8vb0xatSoXG+f8fWwt7fX6OujCceOHUNERAQGDBgAACAiTJw4ESVKlECdOnVw+/Ztle179uyJ7du3qyxzdXVF7dq1sXbtWq3FzRhjTH3evn2LIUOGoGzZsrCwsEDZsmXRtWtXhIaG5voY6rjJlVuXL1+GRCKBTCZTWZ7X73FW+ISHh8PU1BRHjhzJtE4ul6N8+fJYsWIFgLT3dNGiRWFhYQEbGxu0atUK169f13LEn7do0SL07t0bFSpU0HUoWVqyZAlmz56NpKQkXYfC9AgnnxjTY7NmzUJ8fDyio6OxcOFCTJ48GVeuXNF1WEwPfEmLo1WrVmH8+PHC4yNHjuDJkycIDg7GTz/9hIkTJwrrlEmn0aNHZzrO+PHj8fvvv0Mul+c7FsYYY7rRtWtXWFpa4tmzZ4iPj8fDhw8xaNAgSCQSrcZBRJkSSixncrkcCoVCLceSSqVqOY66aCKe0qVLo1+/fti4cWOmdceOHcOHDx8wduxYYdnx48cRHx+PoKAgODk5oVu3boiNjVV7XPkVGxuLzZs3Y8KECboOJRNl/bRevXqoVKkS9uzZo+OImD7h5BNjImBgYICBAweiRIkS8PLyEpbfuXMHrVu3ho2NDSpVqoT58+dnW4ELDQ1F9+7dYWtrC0tLS9StW1el25WDgwOAtGayFhYW6NKlCwDA3d0dw4cPBwDMnTsX7dq1Uznu+/fvYWJiggcPHgAAQkJCMHToUJQrVw6lS5fGkCFDEBER8cWvQfo4lFq3bo158+YJjyUSCX7//Xc0bdoU5ubmqFevHp4+fYpDhw6hZs2asLKyQv/+/REfHy/sk7Hl0tmzZ+Hk5AQLCwu0bds2U3Pm9HF06dIFgYGBmDp1KiwsLODg4IBXr17ByMgI/v7+Kvt1794d3377bb7PX9kSbN26dbC3t4eNjY2wzsfHB82aNYOFhQWcnJxyvEMXERGBa9euoVOnTsIyPz8/tG7dGmZmZujZsyf8/PwAAEFBQViyZAn++uuvLI/Vtm1bvH//Hvfu3cv3eTHGGNO+yMhIvHjxApMmTUKJEiUAALa2thg1ahTs7OwA5L/ekPG7GVD9rlV29dm6dSvq1asHMzMz3Lt3D5cvX4abmxtsbGxQvHhxtG3bFo8ePQIABAYGCse3traGhYUFli1blunYAHDr1i20aNECxYsXR+XKlTFnzhykpKSoxLJo0SIh+Va1alUcPnw429fKzc0NixcvVlnm6emJUqVKITU19bOvE5BWP1m9ejUaNmwICwsLNGrUSOW7Uy6X49dff0WNGjVQrFgxuLq64vTp08J6Zauv/fv3o0aNGjAzM0N4eHimWJV1hd9//x3ly5eHjY0NxowZk6nes3DhQnTu3BmWlpZYtWoVAGDXrl2oV68eihUrBgcHB+zfv1/YJzAwEF27dkWJEiVQrFgxODo64tq1awCAx48fo1WrVrC2tkbx4sXRoEEDvHz5EkDu626//fYb3NzcYG5uDg8PD8jlcqxatQq1a9dGsWLF0KBBA1y8eDHbMsqNr776CufOncObN29Ulm/YsAEDBgxAyZIlM+1jZmaGSZMmITY2Vqgb5aeuuWDBAtSoUQOWlpaoUKECpk2bhsTERABAYmIi6tati++++07Y/sCBA7C2ts62O9y5c+dgbW2NOnXqCMuU75EDBw4I75EePXogOjoa8+fPR5kyZVCyZEksXLgw0/EuXbqEOnXqwMrKCu3atcPr16+FdYcOHUKDBg1QvHhxlCxZEj179sTbt2+F9TnVTzt37gxPT8+sC4QVTsQY00utWrWiH3/8kYiIpFIp/f333wSATpw4QUREL168IHNzc9q3bx9JpVLy9/enunXr0pIlS4RjAKDz588TEVFQUBB5eHhQXFwcpaam0pYtW8jIyIiePXuW5fZKo0aNomHDhhER0atXr8jAwIDevHkjrF++fDnVr1+fiIiSk5OpZs2aNGPGDIqPj6e4uDgaPnw4tW/fPtvzXLhwITVr1izT8u3bt1O5cuWyjCOr10gZv7OzM71584ZSUlJowIABVKVKFXJ3d6fY2FgKCwujKlWq0LJly4R9KlWqRJs3byYiojdv3pCJiQlt2rSJUlNT6caNG1SyZEmqVKlStnGk31+pQ4cONHfuXOFxQEAAGRoako+PT7avw+ds376dDA0Nafz48RQXF0cJCQnCOdetW5f8/PxIKpXSN998QxUrVsz2OKdPn6YiRYqoLDtz5gw1atSI4uLiaP/+/dS0aVNSKBTUvn172r9/f45xOTg40Nq1a/N9XowxxnTDycmJXF1dadu2bfT48WOSy+Uq6/Nbb8j43Uyk+l359u1bAkBubm4UGBhIMpmMkpOT6fr163Tjxg1KSUmh2NhYGj9+PFWsWJFSUlKIiOjSpUsEgKRSabbHDggIIDMzM/rtt98oJSWFfH19qU6dOvTNN9+obF+hQgW6f/8+yeVyWrVqFVlaWlJMTEyWr9PWrVupcuXKpFAohGWdO3em7777Lk+vU9WqVcnb25uSk5Np4cKFVLJkSYqOjiYiopUrV1K5cuXo/v37JJVKad++fWRsbEz3799XOffevXvThw8fKDk5mWQyWaZYlXUFd3d3io+Pp+DgYHJ1daVx48apnL+trS3dvHmTFAoFJSQk0Pbt26lChQrk5eVFcrmcrl27RpaWlnTt2jUiIho6dCiNGzeOkpKSSC6X04sXL4S6oJubG/3vf/8jqVRKUqmUHj58SGFhYUSU+7pbzZo1ydvbmxQKBSUmJtLChQupXr169OLFC5LL5eTp6UlmZmb06tWrLMsot+rWrUuzZs0SHvv5+ZFEIqGbN2+qxKN8T8fFxdFXX31F1tbWFBsbK6zPa11z165dFBAQQAqFgp49e0ZVq1alOXPmqMRhbW1NBw8epOfPn5OlpSUdOXIk2/OYPXs2de7cWWWZ8j0yYsQIio2Npffv31P16tWpRo0atHbtWpJKpXTr1i0yNDQUzld5LTZs2JACAwMpISGBxo4dS7Vr1xaus9OnT9OjR49IJpNRREQEde/enZo0aSI8b3b1UyKiQ4cOkY2NTe4LiBV4nHxiTE+1atWKTE1NqVixYmRoaEiGhoa0YsUKYf20adNo8ODBKvvs2bOHqlatKjzOqlKYXt26demPP/7IcfuMFYc2bdqoVBqqV69O69atIyIiDw8PKlu2rEoFLTg4mABQUFBQljEsXLiQDA0NqVixYir/ihYtmq/k065du4THR44cIQD07t07YdnUqVOpd+/ewuP0ldYlS5aQi4uLynNMnz49z8knT09PKlOmjPDFPX/+fGrVqlWW559byi/39F/qRGnnvHPnTuHxs2fPCIBQ8cvo77//Jltb20zLlyxZQvXq1aNOnTqRj48PrVu3jgYOHEixsbE0duxYatmyJY0bN47i4uJU9lNWOhljjInLhw8faP78+dSwYUMyNTWl4sWL04wZMyg5OTnbfXJTb8ht8unMmTM5xhcVFUUA6MmTJ0SUu+TTsmXLyNnZWWW9p6cnFS1aVKibVKpUSeV7Kz4+ngDQ7du3s4wjPj6eLC0thfMMDAwkAwMD8vb2zjb2rF6n9I/lcjnZ2dkJdZYaNWrQmjVrVI7Rs2dPmjhxosq5v3jxItvnJEqrKxgYGAhJLSKiU6dOkbGxsZCsqlSpkkrigygtEblx40aVZePGjaOxY8cSEZG7uzt1796dnj17plLHIyJq3bo1jR07NsvEUG7rbhmf28rKKtP7o3379rR48eIcz/9zNmzYQKVKlRISmjNnzsz0fgFA5ubmZG1tTXZ2dtS+fftMyam81jUzWr16dab65tGjR8nKyoqqVauWqXwyGj9+PA0aNEhlmfI9EhgYKCz79ttvqUaNGirbOTo6Cu815bV47NgxYX1sbCwZGhrS1atXs3zuBw8eEAAhGZdd/ZSI6Ny5c2RgYJDjubDChbvdMabHZs6ciejoaHz8+BHu7u44d+6c0K3Oz88Phw8fhrW1tfBv8uTJCAsLy/JYHz9+xPjx41G5cmVYWVnB2toa3t7eWTbbzsm4ceOwY8cOyOVyXLlyBcHBwRg2bJgQ0/v371G8eHEhJgcHB5iamiIwMDDbYzZp0gTR0dEq/9avX5+nuJTKlCkj/G1ubp7lsri4uCz3DQ4ORuXKlVWWZXycGz179oShoSGOHTsGmUyGrVu3qoyjlJGFhYXwT9mNICulS5eGmZlZpuVly5YV/laec3bnWKJECcTExGRa/uOPP+LRo0c4c+YMjI2NsXr1aqxfvx7Lly+Hra0trly5ghIlSggDcirFxMQIXTYYY4yJh42NDRYtWoS7d+8iJiYG27Ztw+bNm/Hzzz8DUF+9ITsZv1+fPHmCHj16oFy5crCyshLW5+X5goKCULVqVZVl1apVQ1JSksoQAHn53jQ3N8fgwYOxdetWAMC2bdvQuHFjoctTbl+n9OdrYGCASpUqCV37s4s7Y90pN3WS4sWLo1ixYir7SKVSvH//Ptvj+Pn5YcaMGSp1yn379uHdu3cAgJUrV6JatWro27cvbG1tMXr0aOF4O3bsgEQiQdu2bVG+fHl8++23Kl3OciN9PO/fv0dsbCwGDBigEs/NmzcREhKS5f5dunQR6lHK7plZGT58OJKTk/HPP/8gJSUFO3bswOTJkzNtd+TIEXz8+BGhoaE4f/48mjZtqrI+r3XNTZs2wcXFBTY2NihWrBh+/PHHTO+Pbt26oWzZsggJCcHs2bOzPQcg+7pcVnGkf5xVbIDq629paYmSJUsK780rV66gXbt2KFOmDKysrNCqVSsAqtdldvXTmJgYFC9ePMdzYYULJ58YEwFLS0usW7cOb968wbp16wAAdnZ2GDp0qErCJjY2Ntsv/Dlz5uDFixe4cuUKYmJiEB0dDQcHBxCRsE1uBhnt27cvEhMTcebMGWzZsgX9+/cXKjl2dnaoVKlSpkRScnIy3Nzcvvg1SEhIUFmmrBSpS/ny5TON1ZTxcUYGBpk/Rg0NDTF+/Hj89ddfOHHiBKRSKfr165ftMeLj44V/c+fOzdNz5ZWLiwtSUlIyjXmgpFAo4O7ujtWrV8PGxgYPHz5Ey5YtAQBt2rQRxvYCgOTkZPj5+cHV1fWL42KMMaY7pqam6N27N9q3by98zue33pDx+1omk2WZQMr4nTZgwABUrVoVz549Q2xsrDCujPL5cvMdWKFChUzfb69fv0bRokVRqlSpz+6fnXHjxuHw4cP48OEDtm/fjnHjxgnrcvM6Aar1CYVCgcDAQGFW3woVKqiMs6OMu2LFiirLcvMafPz4USUx4e/vD2NjY9ja2mZ7HDs7O6xfv16l7hYfH49Tp04BSEtU/vbbb3j58iUePnwIf39/TJ8+HQBQqVIlbN68GQEBAbh8+TLOnz8vJDBzW3dLH4+1tTWKFCmCEydOqMSTkJCADRs2ZHnOp0+fFupR6cfKysjCwgIjRozAhg0bcOjQIUilUuEGqqbcunULU6dOxapVqxAWFoaYmBgsXbo00/vjhx9+gJGREZo2baoyKUxWGjRoAG9vb7XFmP69GR8fjw8fPqB8+fJITU1F9+7d0blzZ/j6+iI2NlaY+Ch9/Nm9L58+fcp1RKaCk0+MiYSpqSkWLFiAxYsXIyYmBl999RX++ecfHDp0CKmpqZDL5Xj16hXOnDmT5f4xMTEwMzODjY0NpFIp1q5dm+mLy87OThgkMjtFihTB8OHDsXr1anh4eKhUwPr27QupVIr58+cLFZ/w8HAcOHDgC88ecHV1xaVLl/DixQtIpVKsWbNGZcBDdRgyZAiePn2KLVu2QCaT4fbt29i1a1eO+2T3mo0fPx6XLl3C//73P7i7u8PExEStseZX6dKl0axZM5w9ezbL9atXr0bVqlXRs2dPAED16tVx8uRJyOVynDhxAtWqVRO2vXTpEkqXLo2GDRtqJXbGGGPq8fHjR8yZMwdPnjxBSkoK5HI5Ll68iEuXLgk3HPJbb3B1dcWxY8fw7t07JCUlYc6cObmawSwmJgZWVlYoVqwYoqKiMGPGjEzPBSDHesrQoUPx8uVLrF27FqmpqXj9+jXmz5+PcePGfdEsfo0aNUKNGjUwevRoREVFYdCgQSpxf+51AoDff/8dPj4+SE1NxdKlS5Gamip8144bNw4rV67Eo0ePIJPJcPDgQZw6dUqljpVbEokEM2bMQEJCAt69e4eFCxdixIgRMDQ0zHafb7/9FosXL4aXlxcUCgVSUlLg5eWF+/fvAwD279+P169fQ6FQwNLSEqampjAyMgKQ1vIpODgYRAQrKysYGRkJ6/JTdzM1NcWkSZMwa9Ys+Pj4gIiQlJSEq1evwtfXN8+vR0ZfffUVrl+/joULF2LkyJFCyyVNiYmJgaGhIUqVKgVjY2M8ePAAf/75p8o2np6e+Ouvv+Dp6Yn9+/fj9u3bWL16dbbH7NixI6KiouDj46OWGJcsWYLg4GAkJiZixowZqFatGtzc3JCamoqkpCQUL14clpaWePfuXabJBHJy5swZ9OnTRy0xsoKBk0+MiciIESNgY2ODFStWoGHDhjh//jw2b96McuXKwcbGBv3790dAQECW+y5ZsgRJSUmwtbWFvb093r9/j2bNmqls8/PPP2PFihWwtrZG9+7ds41j3Lhx+Pfff1GhQgWhkgqk3eG6desWAgMD4eTkBCsrK7i5ueHq1atffO7Dhg3D4MGD4ebmhgoVKiA6OjpT/F+qSpUqOHz4MNasWQNra2vMnTs3y+bY6S1YsABHjx6FtbU16tatKywvU6YMevbsicePH+fY5U4XZsyYkeUMdj4+Pti0aRN+//13YdncuXPh7e2N4sWLw8fHR6Vl1ubNm/HNN9/kWKFljDGmf0xMTPDhwwdhli8bGxt88803mD17tpD0yW+94bvvvkODBg1Qu3Zt1KxZE9WqVUO5cuU+G9O2bdtw6NAhWFpaokmTJpm6T9WoUQPTpk1DmzZtYG1tjeXLl2c6RqVKlXDu3DkcOHAApUuXRtu2bdGlSxf88ssv+X2pBOPGjcOJEycwePBglYRFbl4nAJg8eTJGjBiBEiVK4NixYzh16hSsra0BANOnT8eUKVPQv39/oYu7p6dnvlqN2NnZwcnJCTVq1ICjoyNq166NNWvW5LjPN998g59++kmY/bBcuXL4/vvvhVZLjx8/Rtu2bYXZAa2trbFy5UoAaTeiGjVqBAsLC9SrVw9NmzYVuo3lt+62cuVKDBkyROh6Z29vj59//jlXSczPcXBwQMuWLfHmzZvP1vHUoWPHjpg0aRJat26NYsWKYe7cuRg1apSw3tfXF2PGjMGOHTtQvXp1lCpVCocOHcL8+fOznb24WLFiGDduHDZt2qSWGMeOHYsOHTrA1tYWvr6+OH78OIyMjGBhYYEtW7ZgyZIlQpfGAQMG5OqYT548wdu3bzFixAi1xMgKBgllbPPHGGNMLWbPno0HDx7g/Pnzug4lk44dO2L8+PG5rkRkdP/+fQwdOhRPnjyBqampmqNjjDHGCg6JRILz58+jffv2Gn2eHTt2YN68eQgODtbo8zDd+/jxI5ydnXHt2rVM3TP1Qc+ePdGnTx+MHj1a16EwPWKk6wAYY6wgCgwMxNatW7F7925dh5Klc+fOfdH+DRo0+GwXTcYYY4wxpn7FixfPtreDPjh27JiuQ2B6iLvdMcaYmg0bNgx16tTB0KFDc5x1hTHGGGOMMcYKA+52xxhjjDHGGGOMMcY0hls+McYYY4wxxhhjjDGN4eQTY4wxxhhjjDHGGNOYQjfguKmpKUqVKqXrMBhjjDGmZREREUhJSdF1GKLG9SjGGGOscPrSelShSz6VKlWKpx9ljDHGCqHy5cvrOgTR43oUY4wxVjh9aT1KL7rdff3117C3t4dEIsGjR4+E5X5+fnBzc0ONGjXQsGFDeHt752odY4wxxhhjjDHGGNMPepF86t+/P65fv45KlSqpLJ84cSImTJgAX19fzJ49G+7u7rlaxxhjjDHGGGOMMcb0g14kn1q2bJmpCVd4eDju3buH4cOHAwD69euHoKAgvHr1Ksd1+kSWLAMR6TqMTIhIL+PSBlmKLNMyUmR+LWQpMijkCuFvWXLm/cQiJS4FyTHJug5Da2TJMkiTpCrLFHIFUuNTc7W/NEmK1PhUJMck5/k6UcgVkEvlar++lJ8l6Y9LCkJqfKrwnpZL5ZCnyrPe/79t9O26z821lRSVBCJCSlyKcK3KU+VZXrdMXPTt/cgYY4wxzVPI5VBIpZ/fkBU4ejvmU1BQEMqUKQMjo7QQJRIJKlasiMDAQBQrVizbddWqVdNl2AJZigw/W/2MJt81QYcVHQCk/ag1KmIEiUSS7X5yqRyPdz5G3Ls42Le2R6WWlTJtEx8Wj5jAGJjbmiP0fihK1i6JUrVzP/jnrna74H/JH/NS5sHQxBC7O+wGKQgdV3eEXT27PJ1nbHAsipYoCmMz4zztpw1Rr6MQ/jQctXrXAhFhkeEigICxt8aifJPy8DvlB1MrU2xvsR21etfCoMODhH2XFlkKm5o2mOIzBUuLLAUAuH3vhg6/dMjVcydGJiLyZSQquFVQWR7uHY6Prz8CAKp2rApDE0NIk6QwMDSAUZG09/PtNbdhWc4SDgMcAAAf335EyN0QOA5yhDRRmum1DroZhFdnXiHkbgh6beuF90/eo2iJotjTaQ+Soz8lnUb+OxIkJxS1KQrzUuawKm+FLU22ICkqCdN8p+XptY0Pi8dfDf7C2FtjUaxisUzrb/x6A2YlzVB/dH1hmUKmwNUlV1GpVSVUblMZ/pf9cXHuRQw/MxymVqYq+7+7/w7JH5NRpX2VHOMgBeHmyptwGuoEq/JWuPDDBdxYfgMAMOzMMFTrlPZ5sNhoMQCgctvKGHlxZJbHigmKwcU5F/F071OV5XMT5mb7/r7440Xc+f0O5kTPgYGRAdbVWoeoV1EAgPYr2qN239p4sucJWs5rCQOjT7l+UhCiXkehRLUSmT4PvNZ7Ie5dHKp0qAJjM2O8PPYS15ZcE9ZP8ZkCYzNjrKm0Rlg29eVU/FnzTwCA+xV3PNnzBN03dofEQCK8Jt02dMPJyScx7PQwVOuc9roQER7veowa3WvAzMYs0/lJE6UwMDaAobFhlueflVdnX8G8tDnsnO3gf8kfAGBoaoiKzSoK22xvsR2B1wOzPYb7FXdUalkJ/5P8L9O6hbQQS0yXoFzjchh3e1yu40qMTMTtNbfR7Ptmmd5v6hb1Ogphj8JgWcYy02dAepG+kdjZdmfadVRB9TpSyBVQyBQgOUGaJMWpKafQc2tPmJibaDR2dYsPi0dMUAyMixoj8UMi7FvbAwD2dt8Lv5N++DH5RxiZ6m1VhOWDQqHgxCIrUCQSCQwM9OJ+PWMFwtEOHZASGYnBjx/rOhSmZQW+xrd69WqsXr1aeBwfH6+V541+Gw2FVIGbv9xE8crF4TjYESuKrwAA1BtVD1U7VoXTUKdM+93fdB+np50WHi+khZm2+a3ib1BIFSrLRl4cicptK2faNtIvEv8M/Ac9t/WEqaUpIv0ihR+ES0yXoP+B/nhz4Q0AYJPzJrSY1wJt/tcGEoOsE2QX517E9Z+vw9zWHDPDZuK3Cr9lijPsURhOTTmFIceHoGiJojm9TADSfpwYmxnn6wehsoL74cUHPNv/DK1/ag2FTIGPbz5iXa11AIAZoTOwqswqYZ+tTbfC7Xs33Pz1prDsxZEXkEvlCLgSgHKNygEAIl9GYmuTrcI2N3+9qZJ88hjigdJOpdFibguVeBYZLBIez3w/E2alzHBy8knUGVAHu9vvFtbZ1beDgaEB3t17BwCY8GAC7OrZ4ex3ZwEADpSWfPqj6h8AAY+2P8Lrs68BALX71cbAfwYCALY12yYcc3W5T+/1jHa13aXyeCEtRMidEADAvY33UHdE3Rx/2Ppf9ofnME9M85smvJ5rKq3BnNg5MLEwUUmiXJh1AQBUkk93193Flf9dAQC4zXLD3bV3IUuSwcfTB87uzirPtdl1sxBjTjyGesD7gDcuzL6AUg6lEOEdIaz7u/PfWEgLVX4Evf33bbbHOj3tNF4efZlp+TLzZeh/oD8cBjpkWnd92XUAQEpsCoqWKCokngDgwuwLuDA77XUo7VQadfrVgUKuwOWFl/HxzUc82/cMdvXtMOTYEFiVtwKQlpQ6NeUUAODa0mvIytXFVzMlyJSJJwDY0WoHAKD+mPoo7VhaSMadnHwSAHBs7DFMD5kOAHi27xmOuh8FkHad+Bz2wamvTmHMjTGwsLNIe+8BaDi1Ibr80QUSiQQKuQKRvpEoWatklon0vzv/DQDoua0njo05Jiyf+X4mzEubQy6V55h4AoD9vfZj9sfZWa5TJqRC7oQg3DscGxw3pCWOJWnvu0jfSEzxmYKStUqq7Hf2u7N4svsJ5CnyLJPIKXEpMLXM/Bnkc9gHNtVtUNqxdI4xKwXdCsI2t20qy2r2qonBRwZ/eq7YFJyaegpPdj8BAKypuAYLFAsgkUggT5XjyqIrWZa/9wFv4ZpIiUvJdN1lJ7tzS4+IsL3FdjgNdULDrxpmWh/uHY7nh56j1cJWOT5nXGgcAq4EwGOIB3rt6CW8v5R+iPsBj3Y+gt9JPwBA8sdkvLn4BtJEKWr3qQ2zkpmToEwcUlNTERgYCCnfzWYFkLGxMSpWrAgTE3HdAGBMHyW9f6/rEJiO6G3yqUKFCggNDYVMJoORkRGICIGBgahYsSKsrKyyXZfR9OnTMX36dOGxNma6ubL4ClLjPnXxOTn5pPDDDwAe73yMxzsfw2moE14ceQGr8lY4P+s8qnerjvjQ7JNjRJT24y9D4glIa82k/PGS3tXFVxH2KAx/ufyV5TH/GfSPyuNrS67h2pJraD63OZp80wQPtjzAvz/+i2mvpuH2mtvw+tMLAJDwPgEvjr7IdDyFXIFN9TcBSEtM/BD3Q7bno6RMZPTe1RtH3Y/C3NYcX7/+GsZFP7U2SYlLwaMdj+Ay1kVohXJl8RVcXnBZ5Vh29exwsN9BlWUvj2VOKKRPPCktMVmSaVnI3ZBs4362/xmwHwh9EIrOv3eGxxAPBF5T/VGdmpCK5Ohk3N90H/c33VdZF/YwTOXxXy5/oeOqjsJjhUyBCJ8I4L/ciTLxBAA+Hj5Y77gekx5Nyja+vDg5+SQ+vvko/CgPvB6IYpWKqbTG2NlmJ4C091p6y62Wo2qnqhh+Zni2x5dL5Xiy64nw+OYvn17/nO6Qh3uHI/B6IOxb2ePdvXdwGuqkkhj1PvBpooH0iSelvd32ovkPzVWWPf/nORIjE+E60RUAkBCeAO+D3kj8kJhtHA+3PYRtXVusq70OdYfXRZ/dfZAQniCs39V+V6bnSU/ZtczvpJ9KUiHsYRg21d+E7yO+BwAkfUzK9hhKGRNP2SEFYXfH3ZmWp29N6TnMU/j7wZYHuDT/EgDg0IBD6Px7Z2Gd159ecJ3oitKOpXFx7kXc/OUmhp4aiupdqmf7/OkTTwDwePdjuM1wy/I6yyg5Ohl7u+/97Ha3Vt0CABzoc0Bl+Va3rZgdpZq8ig9L+2xNisr8Gr889hL7e+/HIM9BKOVQCjbVbYR1B/umfZ58LhGq5HfKL/PxMyQ1T005hSd7nqgsu7b0GlrOa4nDIw7D+2DOE2jEhcZhddnVcBnvgh5/9Uhb9i4urdz+6AyPwR7oua0nKrWohFdnX+Hvzn+jlEMpFClWBMPPDoeJReYfT/Gh8Qi6EYSgG0F4vOsxxtwYg8iXkbi04BJ6bu2Jvxr8BXmKHNW6VEP5xpm/R1Ni05Jhq8t+SoCfm3Eu03Y/W/6cab/Dww8DAE5MOAEAmPx0cq6TfUx/BAYGwtLSEjY2NrlKijImFkSEyMhIvephwVhBIEtKglHRzzdUYAWH3iafSpcuDRcXF+zZswfu7u7w8PBA+fLlhQ/9nNbpWsaESHbCHoWp/Gjyv+QPu/qq3d5kKTIYmRpBmijFMvNlaDqzafYHJAD/1ff29diHEjVKIPxpeB6jT3N92XWE3A4RWoqsrbY20zYHen+KnYiQFJWE1+c+JUiUY+ykJqTiZ4u0HxwZW2jJpZ/GqDky8giAtB9Bt1bdQst5LYV1F+ZcwL3195D4IRFt/tcGQNavc8bEEwCcmHjis+ebW1cWXUHL+S0zJYJMLEwyJZ4AwMDQINdjDQGqP9YuzLkg/LjOSoR3BLY03pLrY39OtH805FI5wp+FY3uL7QCy/sEdfDvzFNuvz75GSmwKTK1Ms0wm5ZRwODbmGEhBcBnrkmndBscNKo8Pj0j7kdro60botKpTzieEtERAxmTAoQGHAADOo5xhVMQIK21XfvY4r8++xrraaS3pnux5gp7beuL0159aKIY9DMM/A//JbnchgZjVe0GZ9Lr802WhZZg6/N3lb6TEpmRabmiSTRe6dL8VZckyJEaqJuOUibFH2x4BAPZ23Zvp/fHx7cccY3p3/91nov5E2TImJ28vZt2SLfljWnfTK4uuoEjxImg8rbEwRlRWScb7m+4D9CmJlV1XsOSYZMSHxaNkzbRWVQFXA7Cn0x6MuTEGZVzKAIDQii2jCJ8IBN8OhnFR40yJJwC4NP8SWs5r+dnE05pKa9Bmcdpn4IPND9BtfTcYGBkIrR6VrQZPTDiBKT5ThM9EZXL2Z8ufs7yuPYZ4CH+H3AlBbHAs1jusBwAYmRpBnpL2WR18OxhlG5TF1aVXUbVDVVRwqwBZigzLiy1HlQ6q3WSTIj+fTM1qHL4NThtynexjn5eSkoIZM2bg7NmzKFKkCOrVq4c9e/bAz88Po0aNwocPH1CsWDHs2LEDDg6ZW3jmhkKhgFQqhY2NjTAkAmMFiY2NDaKioqBQKLgLHmNqQorMDSpYwaYXNYSJEyfi5MmTCAsLQ6dOnWBpaYlXr15h06ZNcHd3x7Jly2BlZYXt27cL++S0ThdIQbi95jbq9K+T632ULYTSy9gaZmmRpXCb5SZ0Sbu1MvtkxOryq2Fb1xbDzwyH7wnfXMeRnZy6KGV09ruzuPP7HTgNU+1KGPYoDHd+vyM83tVuF7pt7AZTK1M4DXFC5MvILI+n/CGmFOWX1p3p6qKrsLC1yJSk05bLCy+njV20+KrKcuUPs4wkBpJs132O7/HPl2Hog9B8HTsr0kQpzn53Fl7rvPK1//Jiy7GQFmJNxTV53vfSvEtZJp+yc/ePu7j7x908P096S4suRftf2udr380NN+P949w3GT484jCKVSyWYysvr/X5e92zk1XiCUj7sZ/VWErpWyokRSXh5KSTKut3tNyBTr91UknefHjxQaV72x9V/sg2HolEIiRG1CUmMCbbdS+PvcTlhZcBAHWH1/20/OhLXFl0BQ2nNBTGucpYLgqpAsjQS+3NxTdCt9l5qfPw+txr7Ou+DwCwr+c+TA9Oa2Gb8XVTWl9nfe5PLAcxgTE4MuqI8HhLky2YcG9Cpu0+vPiAY+OPQZrw+S5QydHJCLgaoLIs/c2F5/88F/4+++1ZPN75GGEPw3DlpytYSAuFlr5vzr/J6+ng6d+5a8nH8m/OnDmQSCTw9fWFRCJBWFhaPUM5a7C7uzv++ecfuLu7w8srf59DymuIWzyxgkr53ubxzBjTHGUvH1Zw6UXqftOmTQgODoZMJsP79++FWetq1qyJW7duwdfXF/fu3YOT06fERk7rdOHV2Vc4N+McNrlkTih9qZu/3MSleZc+u118aLxKixxtuvtnWiIg4w+JTfU3IeK5aneok5NOwnNoWnefDU6qLVvS+/Dig/A3yT992Z+acirTmCralDHxBPzXBS8LH15+gEKWv6x+pG/WiTlN8Tvpl+/EU3qxwbHC3/HvczfGmrJLlLYpx6bKq7wknpSyau2SXmJE9t3+1Cmr7olA7srq8S7VgSGVrcEAIPhO5hZx6WXVBUuT9vfaL/x9ePhhlVZSlxdexq8lf4UsRYagm0FCyzQlZdfO9D8yTk/91NJNlizDqzOfZleNC4lTS8zPDmT9OZKT0PuhuL7iepbrHm55mKtjPPd4nmlZ2KNPN0IyzqKY8SYJvqCeeGPFjUzLavWplf8DMhUJCQnYunUrli5dKlTo7ezsRDNr8Jfw9PREgwYN4OzsjFq1aqFt27ZQ5OIu+08//YTkZM3MEJvx2AsWLMDff/+tkedijDExCTp/HvscHRHlnXMLcCZuepF8KgiUP0Zz082gQMrhRlD6rnXpfW7smnW11+HNxbzfSdcn2bWC0AfSpNwPCvu5AaKzk9X4Otm5uvQqTn51EkG3gvL1XPmR1WySmiJLlmV7nejDndTctCTLlHT4z+3fb6sMzq9vshqHCUhrWbqt2TaVRJKKbIrl+vLrwvh36eXlmsqKx2CPz2+UhYtzLub7OYkIx8cdz/f+ALKdoCK/8jK7IsvZ69evUaJECSxbtgyurq5o0aIFLl68mOOMwgVBaGgoJkyYAE9PTzx69AgvXrzAypUrc3VH/X//+1++kk8KheKzya2Mx160aBGGDRuW5+fSRzJZ5i602tj3S+jqeRljmT3fmlaPDDh9+jNbMjHj5JOaXPwh/5V/dTs7/azWn1M5nkpWMrZ8UlK2lsqJckDpSD/ttgJSKz1tPbrCekWut81tQujyT5czLctqTJesXJp3Cfc23NNqq7aMXY00ydDEMFMLEqUdLXdoLY7slKxd8vMbZWGR0SKc/Vb7nznakD4pmL4lpnLG0PSiXkeppbuztgXd+LJkr9cGrxxvPuRHdl1GWd7JZDIEBASgTp06uHfvHv744w8MGjQoTz+6V69ejfLlywv/tDVr8Jd4//49DA0NUaJECWGZi4uLkHyaOXMmGjZsCGdnZ7Rs2RIvX6ZNCjBpUtokHi1atICzszPCw8Ph7u6ONWvWCMeZOXMmfvrpJwBpLZn69euHTp06wdHREaGhofk+dnx8PMaMGQNHR0c4Ojrif//71D26devWmDlzJlq0aIGqVasKx8po/PjxWLny0ziGb9++hZ2dHaRSKS5evIimTZuifv36cHBwwNatn24YuLu7Y8yYMXBzc0ONGjUwatQoJCWl3TwKDw9H37594eTkBEdHR2za9KmFv729PWbPno1GjRph1KhRmeJp3bo1pk2bhoYNG6JatWqYMWOG8LnaunVrfP3112jatCk6dkybbGXlypVo1KgRXFxc0LlzZwQEpH1HHz9+HHXr1oWzszMcHR1x9GjaLJpLlixB7dq14ezsDGdnZ2F7iUSC6OhoIY6SJUvC398/y5ilUinmzJmDRo0awdnZGQMHDsTHjzmPXygW+nBjizHG0tOLMZ+Yet3+7bauQ1CR3ZhHwbdy7qYDpHVne7D5gbpD0hqJgUTtP8zUJbtESEZ/1vwz110AMw6YLZFIshygvDAyMDKAQp71XfH8tizLl2ySoQaG+bsXkb5LbEEhVNizObWsPruiXkXlmITXN/Hv42FgaJCrmwA5OfXVKby9kPvxAXMj25ZoLM8qVqwIAwMDoXVN/fr1UblyZQQEBGh01uArU6YgPkgzrVgtKlRAq3Xrctymbt26aN68OSpVqoRWrVrBzc0NQ4cORbly5QAAs2fPFpI0+/fvxzfffIMzZ85g48aN2LRpE65duwZra+tcxXPr1i08fPgQtra2X3TsxYsXIyUlBU+ePEFSUhKaN2+OWrVqYdCgQQDSWrFdunQJUqkUderUwa1bt9C0qeokNKNHj8aECRMwc+ZMAMCOHTswbNgwGBsbw8XFBdevX4ehoSGioqJQv359dOrUSSjPO3fu4Pbt2zAzM0Pv3r3x22+/Ye7cuZg2bRpq1qwJT09PhIeHo0GDBqhXrx6aNGkCAIiMjMSdO3eybVX2/Plz3Lx5E1KpFC1btsS+ffswdOhQAICvry+uXr0KY2Nj7N27Fy9fvsStW7dgaGiI3bt346uvvsLJkycxb948bNq0CU2bNoVCoUBsbCw+fvyIlStXIjQ0FEWLFkViYmKuBwJPH/OyZctgbm6Ou3fvCuUwb948rPvMe0zfRb96hVO9esHt119h37WrrsNhLNc4aVqwcfKJ6TXlQLZiFekbKeoP0eiA6C8aeyraPxrGZsZqjEi87m+6D3Nbc12Hka3wZ/mbGbNA+u+SfXU290mQhPcJeP8k72OB6cKBPgfw4sgLtR3Px9NHbcdi6lWyZEm0a9cOZ8+eRdeuXfH27Vu8ffsWzZo10+tZg7+UgYEBPDw88OLFC1y5cgWnT5/G0qVLce/ePVSrVg3nz5/H2rVrERcXB4VCgaioqHw/V9euXYXEE4B8H/vChQtYtWoVDAwMYG5ujpEjR+L8+fNC8mnQoEEwMjKCkZERnJ2d8fr160zJJzc3N8hkMnh5ecHV1RW7du3C8eNp3WojIyMxduxY+Pr6wsjICJGRkXj27JmQfBo4cCAsLS0BAGPHjsUff/yBuXPn4sKFC7h//z6AtJmo+/btiwsXLgjJJ3d39xy7M44cORLGxsYwNjbG8OHDceHCBSH5NHz4cBgbp9URjhw5Ai8vLzRo0AAAIJd/ukHWrl07fPPNN+jfvz86duwIZ2dnyOVyVK9eHcOHD0fHjh3RrVu3XCVGM8Z85MgRxMTEwMMjrdtzamoq7O3tc3Ucffbkj7QJQO4uWMDJJyYOPNB4ocDJJzUp16gcQu6G6DoMpod0OTj6l8pujJ/c+rvL3xh1OXNT/MIq4X2CrkPQ25Z4+iQ2OBapCanCbHa5cWTUEdg562YWzrxSZ+KJ6b+NGzdi7NixmD17NgwMDLBp0yaUK1dOo7MGf65lkrbUqlULtWrVwsSJE9G5c2ccO3YM/fv3x9SpU+Hl5YWqVaviyZMnaNmyZbbHMDIyUkmEJCcnw8LCQnic/u/AwMA8HTsnGRM6RYoUEf42NDTMtuvk6NGjsX37dsTHx6NkyZJwdHQEkNbtr2vXrvDw8IBEIoGLi0uOY1tll1DKuDz9+edG+v3T70tE+OGHHzBhQubZO1evXg1vb29cunQJo0aNwrBhwzBr1izcvn0bN2/exOXLl9GkSRPs27cPLVq0gKGhYaYyyy5mIsLatWuFrn8FRfDFtOFAZEkFbyza2/PmISE0FO226u9YkywfRHyznuUej/mkJuoecJUxfZBdN7G84JZP+oVbOH3eutrrsNl1c573U8f1wpi6ValSBZcuXcLTp0/x+PFj9OvXD4D+zRqsTiEhIbhx49NMih8/fsTbt29RtWpVxMTEwNjYGGXKlAER4c8//1TZ19LSEjExMcLjatWqCV2yIiMjcerUqWyfN6/HTq99+/bYunUriAgJCQnYvXt3vhIiI0aMwKFDh7Bx40aMGTNG5TWoVKkSJBIJrl69isePVWcv/eeffxAfHw+5XI7t27ejffv2QlybN6d9HkZERMDT0xMdOnTIdTx79uyBVCpFUlIS9u7dKxw3o969e2Pjxo1CSzGpVIqHD9Nm7Hzx4gUcHBwwdepUTJ48Gbdv30ZcXBzev3+PFi1aYP78+WjevLmwfbVq1XDnzh0AabMeJiRkf+NH2cUwMTFtxtnExER482xbeu3N4cN4f1u/hhhhjOUOt3xSE6Oi/FKygkcd4zU9P5R5GnfGCqKyrmUR/pSTe4zpmkwmw6JFi/D27VuYmZlBJpNh1KhR6NWrFwBg8ODBcHBwgI2NDXr37q2y74wZM9ChQweYmZnh3LlzmDBhAvr374/atWujSpUqQnezrDg5OeXp2OnNnz8fX3/9tZAEHDBgAAYOHJjncy9btiwaNWqEY8eOqQwOvnz5cnz11VdYvHgxnJ2d0bhxY5X9GjZsiE6dOiEiIgJNmzbFt99+CwD4448/MHnyZDg5OYGI8OOPP2baNye1a9dGs2bNEBUVhV69emHw4MFZbjds2DBERkaiTZs2ANLKcMyYMahfvz7mzp2Lly9fwsTEBGZmZtiwYQNiYmLQv39/JCQkQCKRoHr16sKg57/99hu+/vprzJs3D926dYONjU228c2ePRspKSlo3Lix0Cpr9uzZcHBwyPU5MsbUgLvdFQoSEvOANPlQvnx5BAerfwDkHa13IOCK9mbOYowxpl96bu2JY2OP6TqMAmEhLdTIcTVVByhMsnoN5XI5fH19UaNGDRgaGuooMvY5sqQkxL59C0t7exibmQnL3d3d4ezsLCSc1KV169b49ttvMyXhxEhs7/G96ZJnQwtYSy7luRW08ypMlGU40MsLRv99Fp0dMgSRT56g1qhRcJk1S5fhsRx8aT2Ku92pSUGc8YkxxljuRftH6zoExhjLVnJkJEihQPKHD7oOhTHGVHHLp0KB+4qpCY/1wRhjhVtCuB4MKM8YY9nJprPDjh07NPJ0ly9f1shxWeGg7JyT3eD38tRUGJqYaDMkpmbSxESkxsfDrHRpyHOYAIEVHNzySU1cJ7vqOgTGGGM6FPkyUtchMMYYYwXCiW7dcPq/CRKycqB+fS1GwzThSLt2OPLfOG/RL18CAGL9/XUYkfocbtsWdxYs+Ox2/44fjzsLNTPUgD7i5JOa1OxZU9chMMYY0yH/y/66DoExxrLFA0QwMYkLCBASEqxgIpks07LE0FAdRKJ+Se/f47WHx2e3C7t5E6//+UcLEekHTj6pSZFiRXQdAmOMMcaY1im7xRSyOWxES56cjNS4OF2HISqf6wLGGFOPwvo9UljOm8d8Yowxxhhj+WZgYABjY2NERkbCxsaGf6DrKQVR2r+UFMT4+6NEnTq6DkkUiAiRkZEwNjaGgQHft2fqIUtOxpn+/eEwcSIq9+iRaT0RFerP0jdHjyLq2TO4/vijrkPRioTgYFhUqKDrMDSOk0+MMcYYY+yLVKxYEYGBgYiKitJ1KCwbyR8+QJ6aKjz+YMQ/A3LL2NgYFStW1HUYrAD5+Pw5Yt++xa05czIln/xPncLN779Ht6NHUaxaNR1FqBvKhNvtuXMBQJTJp6R8zChKisIxeZnef+ucOnUK8+bNg0KhgEwmw/fff49Ro0YhPDwcI0eOxOvXr2Fqaor169ejZcuWug6XMcYYY6zQMTExQbVq1aBQKApN9wGxOTh0qMrjgffu6SgScZFIJNziialdTp+TT9etAwAEXbxY6JJP0b6+KklyMYoPDtZ1CHpLr5NPRIThw4fj8uXLqFu3Lvz9/VGrVi307dsXc+bMQZMmTXDmzBl4eXmhT58+ePv2LYyNjXUdNmOMMcZYoVSQfqQTEZI/fEDRUqV0HYpaUIYfdIaGhjqKRLdee3gg0tsbjXIxExVjTPserVql6xC0rrDcstH7GoJEIkF0dDQAIDY2FjY2NjA1NcXBgwcxadIkAEDDhg1RtmxZXLlyRYeRMsYYY4yxgsL3779xuHVrBF28qOtQmBrdWbAArw4c0HUYaiVNSMDrw4dF32KEpYnz9weQNjlAYRT+4IGuQ2AaotctnyQSCQ4cOIC+ffvC3NwcHz9+hKenJ+Li4iCVSmFnZydsa29vj8DAQB1GyxhjjDHGCoqg8+cBAO9v30aFdu10HA1j2Xu0ejX89u9H8ocPcBg/XtfhsNzIRffk2P+SUAWdNCEh23WFfeD1gkavWz7JZDIsWbIEnp6eCAgIwMWLFzFixAjIZLJcH2P16tUoX7688C8+Pl6DETPGGGOMMcaY9kT7+QEAHq9Zo9tAWK7x2HifeLZoofI4fbLp4/Pn2g7ny+WnbAvJ+0Gvk0+PHj3Cu3fvhIHEGzZsiPLly+PJkycwMjJCWFiYsK2/v3+Ws1BMnz4dwcHBwj8LCwutxc8YY4wxxhhjmpTCs0yKTyFJNuSGPCVF5XH6xJyskHY9LKj0OvlUoUIFhIaGwsfHBwDw6tUrvH79GjVr1sSAAQOwceNGAICXlxdCQkLQqlUrXYbLGGOMMcYYY1rFrWhYgSXG93Z+ugmK8TzzQa/HfLK1tcVff/2FgQMHwsDAAAqFAn/++ScqVqyIFStWYMSIEahevTpMTEywZ88enumOMcYYY4ypFf+wZ/pGlpiImDdvYOPoqOtQdIrHA9J/0vh4BF++jEpdusAglzNsir5Mc/mdkRQRoeFA9I9eJ58AYMiQIRgyZEim5ba2tjh37pwOImKMMcYYY4wx3bgydSre37mDbsePo1iVKlBIpboOSSdIoYAklwkNvVNIktp3Fi5E4JkzIJkMVXr3zvsBxJ6IykFhvG71utsdY4wxxhhj7MskhIbqOgSmRu/v3AEAJP43/m1CSIguw9EZWWKirkPIt6xaVEY9f47E9+91EI3mfHzxAsAXfAYV4CRd+vcAyeXw3rwZCe/e6TAizePkE2OMMcYYYwXYyR49dB0C06AiNja6DkEnbv3wg65DUKszAwbgSNu2ug5Do+ICAnQdgl4KvnQJj9eswYkC/lnNySfGGGOMMcYKMFlSkq5DYGqgkEoRcPp0puVGZmY6iEb7Mo6RE3H/vo4iYfmVzDMzCtKPbaVsxSgv4LP7cfKJMcYYY4wxxnQsITQUj3//HfLU1CzX+x04gBszZ2o5Kv1xuHVrlcdi7pBVWMb7IbkcAKBQvqdz0Y0u6vlzTYakVvKUFNxfsQLxwcFZro8PCcGdBQvw4fFjfPTxUVmXvtudQibTaJz6gpNPjDHGGGOMZRBfSMfRYbpzY+ZMeP/1F954ema5PrsuSzwjo/i83LNH1yFoRXxQEADA+6+/AOTyvSqi9/Obo0fxctcuXPv22yzX35k3D689PHBu6FCc7t9fu8HpIU4+sS/SbE4zXYegMRMfTdR1CIwxxhjTAYVcjsT/BsiVJycj/P59/oFfAKTGxOg6hBx9ePQIAJDwXxecXCus700Rn3dBH1i6sFAOep/y8WOW69/fvZvtvpICPJNfdjj5xL5Im0VtdB2CxtjVs9N1CIyxdGzr2uo6BMZYIaHsKgIAbw4fxoWRIxF265YOI2LqIJYEov+JE7naTvnj9XOz3b338kKUt/cXx8W0TCTv10LtC8oo8ulTtRxHTDj5xL6IgRG/hRjTdz/EFYzZYKwrW+s6BMZEa/v27ZBIJDhy5AgAIDw8HJ07d0b16tXh6OiIq1ev6jZAfZPFD4E4f3/tx5FPUT4+eLFzZ47byFNStBSNZhARSKHI8z5iUKVPH7Ue76K7O84MHKjWY2qSIl3yN0ciKc+sxL5589lton19caxzZ8S8eqWFiLQjr9dsQRb+4IGuQ9A6zhywL1JQmws2mNRA1yEwpjYmFia6DkEtSlQvoesQGBMlf39/bN68GU2aNBGWzZkzB02aNIGfnx+2b9+OoUOHQlpIBsAtDM70748Hv/yCpA8fst0mfbefpIiIHLuH6KN/x4zBocaNdR2GWpmXLQsgrfvdXgcHfHjyJMftC+wshrlMUGRMJr45ehRxgYGaiEgn4gICEB8UhGf/jZdUIIg4YZilPP4Wjko36HjB/BWdM04+MQbAzvlTF7sfk35E9w3ddRgN05amM5vqOgSWC9b21gAAQxND3QbCmAgpFAqMGzcOa9euhampqbD84MGDmDRpEgCgYcOGKFu2LK5cuaKrMJmGKFJTkfj+/We3O9GjBy6OHo3UuDgtRKUe7+/eFcZbyS3fvXs1FI16hd28CQB4dehQjtv5bN+ujXBEIeHdO9yeOxcne/bUdSi5YlWliq5D0I2ClnzK4/lE+/pqKBBx4OQTy5WStUtmWlardy0dRKJ5RkWMhL+dxzjrLhCmcVXaF9IvfrFR3hoqYPUVxrRh9erVaNasGRo0+NSiNzIyElKpFHZ2n2682NvbI7AAtRhgaQJOncKN77//7HbS/5JOYu+K9znP1q/XdQhqlVXLNmlCgg4iUa/cdo+UpTtXZSswBbfg1Fuxb9/mueurWLrKqsghZlk216csOVlT0egVTj6xXClWsVimZbb1CtDgv9m0ezQ05pYWBUHbZW2zXG5Z1lLLkbD8UHbvFWUFhDEdevbsGTw8PDBv3rx8H2P16tUoX7688C8+Pl6NEYqMCIcaSImORkQexhUR+3AKiWFhuU6+6GWSIsPrn5/yuDh6tMrjXI+fxJiGZXxvFlQ51VfvLV36abt0ywNOntRgRPqDk08sV7qs7aLyuMeWHmg+p7mOotGeeiPr6ToEpgZlXMroOgT2JbjlE2P5cu3aNfj7+6N69eqwt7fH7du3MWHCBBw8eBBGRkYISzedu7+/PypWrJjpGNOnT0dwcLDwz8LCQpunwPIh/R10Isr2LnxBTOgfadcOxzp2zNW2+52dcbJ3b8QHB2s4qvx77eGBe8uW5WmfjLPaSUXUlZIVbEkREXneR+wJcaaKk08sV2yq26g8dhnrotI9Teyy+2Cr4FYBvXf11m4wjDEVQssnRcH7ocSYJk2ePBmhoaHw9/eHv78/mjRpgr/++guTJ0/GgAEDsHHjRgCAl5cXQkJC0KpVKx1HrD/EnJhJDA0V/pYXgq4cN2bOVHmcEh2Nj+kG9c1JjJ8fLo4Zo4mw1Mb377+/aP+C3pVSzNdqbr2/fTtfiZuC4N21a7oOgakRJ58Y+0+R4kVgV98u03KJAWfcCyoDI/4IFAPlNZib5JOzu7OGo2GsYFixYgVu3ryJ6tWrw93dHXv27IGxsbGuw9IphVyOF7t3w+/gQRxsIN5Zb9P/GE+Jjs52u8R0Ld/ELOD06UzLTvfvL/wtTUjAm8OHs+1mlxASorHY8io1JibL5WG3b2e9Qy4SL0faZj30QEGxz9ExzwPP64O8tOhJjozE6X79NBiN9iSkS47nRsT9+xqKhOlCwWm6wjRu6sup+LPmn7oOQyN67+qN0g6ls1xXkJNPJWuXxAef7KdhLihK1lIdMH/I8SGo1LISkqIyT1Hc/IfmuP7zdW2F9mUkQL0R9fB412NdR6IxAz0H4uIPFwHkLvlUb1Q9PNrxSMNRMSZOly9fFv62tbXFuXPndBeMnnjwyy8o26IF7Jo2RfCFC3iwfLmuQ1IrM9vsx+cMu3kT5uXKwapSJS1GpD0KmQwGRka4v3w53nh6imIgbmk2Y6oFnD4NuyZNMq8oqF2S8tia6e2xY4h580ZDwajXBXd3lHZ1zfN+yZGRGohG/aJfvcKpXr3QasMGlGvZMtN63z178nS8gtiyTZ6SAoVUKsxqWZjo/W3/lJQUTJ06FdWrV4eTkxOGDx8OAPDz84Obmxtq1KiBhg0bwjtD/2amfjY1bNBza09MfDhR16GoXXaJJ6Bg9zW2sC3YY3f02d0Ho6+PhoWd6nnW6F4DplamWQ80L6LiLlO/DHrv7K3rMDSqjEsZ4Ro0Kvr5+yX2re01HBFjTIwS3r2DQiZTWZYSHY0XO3fi33HjhMcFQi5/rPls344TXbuqLhRxnSfjj1TfffsAADGvXgFIew+IVbZd5wrgD3Mg60RLTtdn+IMHX9w9UVvCvbzwbMOGAplUAYC3R48CAJ7+qZ4GC/r+OuUnPo/mzXGocWPEiiRhqk56n3yaM2cOJBIJfH198fTpU6xcuRIAMHHiREyYMAG+vr6YPXs23N3ddRtoIVF/TH3YOWfumlagibceVujVHV4XFZtlHkC3oKjQrIKuQ9AKE0uTtP/NTTAnZs5nty/tlH0yWUy4Wyhj6hEfEoKjHTrgxowZKstJoVB5/Lm70AX5ZlRB8OGxaivg2NevVR77i3g2qWzfewX0PXm0Q4dMy3KanVAs12ZOiQplklT0PpOM+fjihVqPpzfSvQcVqak5birGbqLqotc124SEBGzduhVLly4VPlTs7OwQHh6Oe/fuCa2g+vXrh6CgILwqKBetjpRpwDOCZUUsX2j5UcS6CKa9mpZp+eCjg3UQjebkpQwTI8TzhSAxzP15TXkxRYORaFa/vf3g7O6MRlMbpbVY+4yCcs1alrPUdQha02xOM7RZ0kbXYbACKj4oCAAQdOGC6op0P2oiHjzIvL4A0PdWA/mV1eDLmQZXz/BdkPxBxMMMFJDvNY0Ry+uT7nrMWFdJjorSdjRMndKVrd/+/ToMRL/pdfLp9evXKFGiBJYtWwZXV1e0aNECFy9eRFBQEMqUKQMjo7QuGBKJBBUrVkRgYKCOIxa3hl81xHfB3+WqZUFWRlwYoeaI9EPltpVhYGSATms66ToUtZMYSFCiaolMy21q2GSxtYhle8Mw84rot9GajUWNMo5lleO2NXO/rb4pUa0Eem3vlavEEwDRt1a0qZl2/RWUJFpu2FS3QaUWBXPcGaa/0ndlOj+iYNZh8kwknzt3Fi7MtCynljEFVgFNLuaZSN636cVkaJlXYMpS3WUhwtclXo8mMdA3ep18kslkCAgIQJ06dXDv3j388ccfGDRoEGQZ+uznZPXq1ShfvrzwLz6bgfxYGqtyVrn/gZdBlXZVCuTg3GYlzTBfOh9NvmmS78Sc3ip4xfVZbZfmPOvL0FNDtRTJl3MZ5wIAGHF+BFwmuOg4Gt0r61pW1yGohdNQJ12HwFih4H/ihK5D0AwR/ljLq6xaMb06dEh1gQgTEtkJz2bGL2WrvoLu44sX8Dt4MNv1YinppPDwbNcV1FaKX0o0r4tEgphXr9LGJhNLzDqg18mnihUrwsDAAMOGDQMA1K9fH5UrV0ZAQABCQ0OFJBQRITAwEBUrZh7bZfr06QgODhb+WVhod4DlOgPqaPX5voR9G/svP4hYPv3zKb+JOX1VEJOFWUnfgqTF3BbpVmTeVkzj7BgYpsVapX0VNJrSSMfR6J5QQRH5d76B8X/vQUnWrRCdxzhrNyDGRCz27Vs837Ily3XyPLaUifLxyTROlN4rRD+C4gICVB6/OnAg1/sSER6uWoWPPj7qDkstipZMa72c8RxNrKy+6LhEBFnG7opappDJEPv2bY7bnO7XD8/Wr89+A5EkGsPv3dN1COIjls8wIpzs1QtHO3bUdSR6Ta9/ZZUsWRLt2rXD2bNnAQBv377F27dv0axZM7i4uGDPf1M1enh4oHz58qhWrZouw82SobGhrkPItexmPjO3Nc/1MQpTN5GCQFle/fb3w9hbY4XlornLoAmF+NT1UVafS+O9xquMVVZ/XP20P5RlJ5KPoW4bu+W4XiKRYMChAZmW99zSU1Mh6VSh/txhGnN2yBCE3bqV5bocf8xm4fU//4hiLI+Ihw+Fv3NzXT1avVr4W6z1OIVM9kU/UiOfPIHPtm043b+/GqNSn2JVqwIAQm/cUFmeGhub/Ux4uXBpwgQcbNAACrn8i+L7Eg9++QUnunfHey+vLNfnZiBusbxv1fUtJ42PR2psrJqOpmaF/LtclpCg6xD0ml4nnwBg48aN+PXXX+Hk5ITevXtj06ZNKFeuHDZt2oRNmzahRo0aWL58ObZv367rULMkplYU2f1gK1M/9wOR848H/WdiYfLpwX9l7jjIEeWblP+0vKAVYx7GfNJHBaU7WX4YFTHKtKysa1mVscrMbMxU1oulXF0numa53GmIkzDOnG1dW3zz9huV9WI5P8b0gTQuTq3Hi3jwQK3H04T0MaZkMWV9Rs+3btVkOFqxv169zGPo/Cfx/fvP7v/a01PdIWlNpu6GeaCc4ZG0mHwKvXkTb44eFR4HnT8PIPtZ0E726qWVuLQip5aTefgNdahxY/zTtKkaAmJqw3WzXMlcq9czVapUwaVLlzItr1mzJm5lcydLn1iU1W43P03ghFLBU7NXTbw8+jLHH7FlXcvi3b13WoxKPezq2yHsYVi+99fH93tuYtLHuPOrVp9aeHE4j1PxouC8Btb21pgvnS88JkXBOK8ccZ2NiUTA6dNotnKlrsPItcQcxpgRo2hfX5hYW+dpn6TcJJ/++SefEemeWlrAaPH789L48QCAKhmTSl8QQ0JY/ut92pRTt90vqcNI4+NhrOWhZbRF7+t2WcQnuu7ZWiSiZjni4zjYEdb21roOI9eyamEAIE+tYPiOvAhIPs2mVaJG5pnulMbdGaetiNTKvHTmbqKif1/m5hrMZpuu67uqNRRt6L2jd952UBavyLrd5VZhSD4V5tZ9jH2J0Bs3ckw+RGQzULVYnerTB0fatNHoQNu67IKWH3r/41wL3t++resQckUTZRXt54dDjRvj8R9/qP3YeZUSHY0XO3fqOgzdSFe2etslUg9w8klDilgXQb99/UT1oze7WPPyw6ewDGAtZmVdy6L1T63Re1dvtPihRZbbEFHhKMusTlEP63BfUlkxLmqsxki0p07/OrCtZ5vjNp3/6IzR10dnWi6mz93cSF/+DSY2yHKbkrVKaiscjbB1shUSx6WdSus4GsbEIcrbG5cmTMDlyZNVluvh15jaafLH3bsrVzR2bE1Qdp3LDXlqqgYj+bykiAidPr/O5dAiJjUmJl+H/PDfGG++e/fma3918lq0SP2tfvS9FVEWdc5EkbTE0wVOPmmI8GOhAPwG4jsqBUffvX0x8J+BMC5qjHoj6mXf2k3Eskw8ZHMdFilWBABUxrvSy1YmGUIyNDXEmBtjPrtbnQF14DTUSUNBaZAEGHBoACY9mpTjZo2nNUbFZplnOS1o0r8nu2/snuU2Q08N1VY4eWJW0uzzG/2nVO1SGHZ6GEb9O0qDETFWcCi71H149Ei3gegx/1On8rxPSnS0+gP5UjncVMlL+R+oXx+ypKRMy7WVlApIVx4hV69q5TmVEt69Q3JUlFafM6PsEjOpsbG4MXNmno/3dP163P3f/9Ie6MGNt/jgYOHvKG9vtRxTmpiIWH9/tRxLI/77nazOhJM0IQFhImnNl1ecfNIQ5Q/g2n1ro0T17Ls26dp3Qd99fiM9/C2eF903Zf1jrbApUa0EnIY4oWiJop/fWMRlXrVzVVTrXA2mxUyFZdm1hDGxMMH0kOlwv+KupejyJ2NCrNmsZqjgVuGz+/Xb2w+GJuKZcVMprxM1KMu3oCbKc5MQLV65OAZ6DNRCNHnzXfB3+CH+B+Hx58q2WudqeUpYMZZXCqkUJ3v2/KJBmm/OmQNZYqIao9If+tJlJvzePXx48uSLj3Pz++/VEI3uvf7nH0jVNItWVsm14IsX1XLsvLgyeXK2M9xpwtEOHeDZIusW/9qSXfIpvy3Cnq5bJ/ytq9RTrL8//A4c0Njx4wMDcaJbN737zJWnpiLy2TONJG5v/fAD/h07Fu/v3FH7sXWNk0+a8t8ngJmNGab5ToNVeSvdxpOFal2q5SquPP2g033SPROLMlkPwKf8gWNZzlKb4WhdzZ41MeLCCIy9NVbXoWic0zAnNP66MYadHobZH2fnah/LspZ6l6DptV11EM7Ov3dWeZzVNZlx2QLFAnHNtom0cfJG/jvyy7sK6uHn0BfJ5Udw7b610XZZW83GkkeGJoYwMf80w+ac2Dk6jIaxtDvzMa9f4+5PP+X7GP7Hj+P14cPqC0qPeP/1FxQyGQLPns2yhYy2XBg1CueGDFFZFn7vnnaeXA9akGTF//hxjR1bVwMkZ9VaJPjff3UQiXa89vDIcvm1b7/94mMTEZI/fvzi4+TViW7d4LVoEaJfvdLo87z8+2+NHj+vDtSvj7ODBuHpn3+q/djKrrTxISFqP7auieuXiYiIYcyRXI/pk5fGBCJqeFDQk04A0GR6Eww+OhhV2lXJU2sCsbYgqdy2snDt5fUaHO81Ht02dNOLRJSzu7PK40otK6k8zs25ieEzqMU81TuQluUtUblN5S8+rhjOPS9yavnU6bdOGHX5Uzc1l7Eu2ggp38Q6BhnTf++uXcPh1q0/24LghppawiikUrUcR90iHjz44hYCrw4exPXp0/Hw11/VFJV6XBjFXXLVIej8eZ2P/aQkS0wUkpzK5OLVadN0GZJaZFePzq4rWuybN1/8nNK4OHg2bw5pfPwXHys/FCkpGj1+pBpaQoqF8ppI/vBBx5GoHyefNKRCs5y7xBS1yUXXJw3L7Q80sSYilNKfZ799/YS/XSe7AoBetkpTFwvbgjntakZd/uyCvnv7ot6oevk+RlnXsnCd5KrGqNQnU6K4AORWZn+cjYZfNVTPwTLOdidS/fb3y3Isr6w+g6f6TsXoa6PR5NsmsG9lr4XoGNNvt+fNQ1JEBALOnMlxu48+Pmp5Pn38UfB82zacHzECwRcufNFxYgMCAAB+Bw7As2VLnf2YZareHDumluM8WLECz7dsUV2opbp+xu+zyKdPIY2LA6Cbrn+acGfBAuxzdNTIsYkI/idP5rhNcmSkRp77syQSjbYatK5ZU2PH1ldSPetqqA6cfNIQs1KqrUwydn8pVaeUNsP5InkagFnPfxTX6F5D+Lv+6PpotbAVBv6jf+OkqIvDQAddh6AVplamcBriBAPDwvGRJk3I4o67yBIvRayLoIh1EZVljoPyV1krKC2dHAc5ZjmWl7Lbmonlp+5rNtVtULF55sHW9e1mgbJsbGra6DgSVpBFPX8uJIMeLF8OuYbvwANASkwM7ixYgGOdO39+Yy1JP/7Ll0j/iZocGam97m7ZCL9/HwGnT2vt+fT1GyXy8WO1HStGw12kcutNAey+ml3XOnV4d+UKbs6aleM2AadPa7wLXJYkEiSGhqosUmudRM/qN9pgVanS5zcSmcLxS00HMv4YGnRkEGr2/JSxlSXJtB1SJk7DczkLVgHtdmdoYojWP7Uu0C2fJIb5rEKJqBxzS2IoydSdTaxKOxaMqeiNixqj/S/tAaQN/l7Wtax6jmtesLp2Fa9SHL139sakxznP/qfPvnr2FY/3xDTmzIABKo8frVmDR2vWaDQZ++7KFbz28EB8UJDGniO9+JAQ+J84obIsWUvT1mvyx3RuXBg5Ml8zgeWbhm9oxPr740j79oh8+lSjz5MTfbtRURBp4jWO+69VYk6erF2LU716fXY7tSPK1OrqxY4dajv8Ww2Oeca0h5NPamTnbJf9unp2GHx0sPBYHz70c9vKQB9iZfmT3wGnlWVeopr+ztSYV/Ol8zMN5C1W1bpUy7QsL9dprsd70wJl6yd1xuQ2001tx9KUmr1Um49nVabp1RtZD8UrF9dkSBplYGQAU0vTLNfNieGkFFOvl7t24fnmzUh4905jz6Htri2n+/bFzdmzVaYyF6ZYV9JQ0iRKTV0V8yP0v4F3tUrDyacXO3YgMTQUj377TaPPk5PYt29VHnNdX/2Ug7inREer7fUVWzm9u3ZNbcdKCAmBQiZD8L//QpacrLbjMu3i5JMaTXw4EVU7Vc3VtiVrldRwNNnrubUnxtzMPK5IdvLU7U4fZahDuF9xxzQ/8Q9m+DkOgxxgWebLBlUfc3MMhp8brqaIdKugdM0qaIyKGAFApi54eZKhaM1tzb8gIs1rMLEBBh8ZrLLMcbBmxofQpa7ruuZqO1OrrJNSjH0pkum+lbm6KMddymkwcbmaZqd7uWeP6gIt/+BVpCu3S+PHa/W5tYnkcp09d4yfn8pjbXRVLWwuT5qE+JAQeDRrhuvffosXO3d+8THzUpcNungREY8effFzfhE1171fe3ri6rRpeLR6tVqPy7SHk086knFMKG2qP6Y+KjTNeUD0YpWKfXog8tyTCknazGEFqUVPdprNavbFxzAvZY6qHXKXUGU6lovr1KbGf+Pu6DgPlz7R5DDQAa6TXTH87JcnOZV3BMu6loVtPdsvPp6mpL9zqWydqE+t0dSmAJ4SE5dX//yj6xDUrxDcSJGpKYmmr5TTp+t6LK30nm/erOsQtEaakKCV5wm7eVMYWyvowgU8+OWXLz5mQlhYrre99vXXOD9s2Bc/Z26lxsRkWqbuWUGVswJmN2ugppwbNkxtM6XmBQ84zr5Y0xlNAej/mC1TX04VZg4TWxNPbbGtq78/br+YyIq8MLRqSj9TY361WthKDZF8OeXnIAAYmRqh2/puam0NKpFI0Pp/rdV2PHVI/5lvXFRzY1Ipj12keBH8EPeDxp4nN3yP+er0+Rnz2bZNK8+j1XqSDr7vlN2HtPeEuq2EaLpOkZtxe7QtSUvjh+lDC6s7Cxao/ZhEhL0ODvBavFh1uZpbtyWFh6v1eF8qfdfmf8eNy7Q+4v599T7hf9emtn+bfnj0CAGnTmn1OQHdto7UFE4+aVnHlR3xY9KPsCqn34NcG5kaoVLLtBH2yzUql+O2syJn4fuItGywch99Uqxisc9vlA/69OO2fJPymZZ9SUuK7D7USzvpZ9K0XOOc36MFQfpuWWKf1a/lvJZqPZ4Yko+Dj33qZtfkuyaZN1DTKfyfvbuOiypr4wD+G1pKQgQUERFQBAQJsTABFRUEG7uwXVd3rddaa1d3rV3XWDvWbtfuDmzBDiQMEASl67x/INcZGGCAqSvPdz9+lrlz49w5M3eeOfec52jqa2LAhQEY9WiUwnse5SeTJ+R7lz/T3ndLzj/05N7YVUHlKmBYauqHD3I/ZkGRx49LfZ+JT58CAJ7v2CGyPOPTJ6keJ/PzZ6nur7wKNrYR6foer4X8/gWjjCT4fs7PcaIsehzoIbZXhXN/ZwQfDYbPQp9it69kVAnaVfKGEXbb0w29DveSSTnLytTpWw8lab72ZZ5JroyK6xnSfPq3H/OuIa5w7u8sk55ZgVsCpb5PaahcQzYNjMpmaOhQ+Pzhw33ehAk3GPr8Lv4zS70YFUdTTxMtZrZANfdqMKhpINNj1WxeE7pmujI9hiSEr73CqnlIZ1ZDQioiRbQp52RmyvX7Q9HfVYo+vrzscHZWdBEKOREcrOgilElRjQTS7mX1XhEJ+IuhqJ5s8ffvizx+smkTzo8cKZNjZSQmymS/kmC5uXi5bx8erlypsDJIG28anzZs2ACBQIADBw4AAGJjY9GuXTvY2trC0dERFy9eVGwBC5JDdGDuZi6V/dQNqCs22a2Kqgps29uWqsFGq7IW7DraSaVcsiDVHiPyjk2KeU9p6Glwf1u1tELnjZ1lkkPGzNkMRrZKmC9L+Tu+SEU192poMqHkmdxKmu2NDz2FykToM1nVQcl66QmAlrNaYmio/JLnynJ4X3kMvjYYg68PVnQxCJEaeTZWxN65I7dj5ctMSsL+FnIctv0d3u0XIfQdHH3unEJ6IClMCZ+Vgo0KfPBw5Uq5DfFVNvLOz1ZU/Hpn4UK8vXBBJsdU6FDR3FzcmD4dD5cvV1wZpIwXjU8RERFYs2YNGjX6NlRh8uTJaNSoEZ4/f44NGzYgODgYWVJOalYWNZrmJfKu5ib7O7vWPtYyP0ZZOfV2UnQRZE64wUcexF1wm01phh+jfxR5zsDKoPwHk1McXdu3tlRyGRFIVGc6VfNmgTN3lU7DtbLIT9qd/38AMLIxwoT3E9DvbD9FFQsAYGhtCKDohqD8md6Eyy4tAhUBuu3uJvX9SqLV3FZFPqeiqgJNPZrhTh7S09PRuXNn2NnZwdnZGT4+PnjxNQGu0t/EI2KF/vILYmT0I6s46fHxcjuWooeaSHuoVEHCMdvF0aPxfOfO7z7JuqIVN0tkeT1cvhxvjh2T2f6VWfyDB4ouwnfte+yFqfSNT7m5uRgyZAj++usvaGp+C1Z37dqF4cOHAwA8PDxQrVo1XFDAl3FBXlO9MPDSQLgOdS12PWm8mVrNLjq4V7SgrUHwGOUh9+OOfPSty+UPET+g/7n+MjuWYS1Dme1bHBMHk0LLHHs5Qr+6vsj7qaSZDMtNitfBRj82ks4U80pwbW45u6VCk9BLck2x9rZG502dlW5obHk1HNMQdTvXRdC/QSLLdU11oVVZq4it5GP4/eEY/XQ01LXFNz71O9sPLoNcYB9oL5Pj1+taT6L1hGcglIaizpfIX0hICJ4+fYr79+8jICAAQ74mhVXWm3i8JOcfCBdGjlT8FOrfsbu//y7X4z3dsgW73N3x6uBBuR5XEeTVsJibnY34hw+546V973nZKgoxN+KF419FN1xLm7Ll+JIGpW98Wrx4MZo2bQo3NzduWXx8PLKysmBmZsYts7KyQmRkpCKKKEJFTQWWzSzlkhBYVV1V5sfgM4OaBrBqaSWz/cuzNVqgIkCDwQ3kdrzizk1ZWuELNjQompaBFhqNF5NIWokIBAI493PmekB9LyoZVkKP/T1gUq9wA62iaehqwNjOuMjnzZzNELAuAKoair2ea1aWrCdS/iyoxWk4piHch7kXu46yXEe+d1paWvDz8+N6WjRq1AgREREAlPcmHpFMzNmzcj9mwdwnOZmZuPvHH0iOiZHqcZTlB2TSy5eIPHFC5sdJjooCALyuAI1PL/fskctxHq1bhxM9e+Llvn0AFJNcXVnIolddwqNH3PtWniIOHy607P6SJdzfj9atk0s5Lv7wg1yO8z0O51TqxqewsDDs3bsX06ZNK/M+Fi9eDAsLC+5fcnKyFEtYdrqmik8GK2v040J6bNrbiG3QVEjyemlWazlSDzkFCw3tVJIURtLMszXkZuEpawlRtJotSp7RtP2f7annk5JatmwZAgIClPomHpGMvH5kCdvbtKnI49cHDuDxhg24NG6cVI8THxYm1f2VxfkRI3DE3x+Xx4+XX8MFxc1S8+DPPwEAN2fNAgBEnTqlwNIoliyGkR7v1g2H2rWT+n5LIm74r/C18P7SpdI/qJjPZfTp09I/TgWh1I1Ply5dQkREBGxtbWFlZYXr168jJCQEu3btgpqaGt6/f8+tGxERAUtLy0L7GD9+PKKjo7l/urrK0ehT2pwrHqPlP4RNGUiavLxW61rovLkzN3RE30JflsVSCB1T0d4qvot9YWxbdI+KclHi+EfbRBs/Rv8o9+OK60XXZXsXkXqRZuOTmqZyzYop7xxnUqMkDZPKwHOcZ7n3IYvcVEQ+5s+fjxcvXuDXX38t1XbKehNPqShBo4G8b/jdmDkTN3/5BYD080FdGjtWqvsri7dCOdBizp9XXEFI+Xz9XIR9R7OFkTy5OTlyP2bcvXsKux6kfvigkONKm1JHkSNGjMC7d+8QERGBiIgINGrUCP/88w9GjBiBbt26YdWqVQCA0NBQxMTEoIU8Z+KQM4duDnDo4aDoYpRKfqLd0mry87eZutoubSvRNq3nt4ZzX2fomeuh35l+CLkdUqZjKyuBQABTJ1ORXD2Nf2zM/a1fPa+xTZJeCeUlzQC3LPl4Qm6HcOcrVyU1YrDiG4zGx4yXbnnEHF+WgrYGIWBDgGwPIgN61fQUXQSF63uqL5z7ORc/A6CE7x+H7tL5HtIxyWu0reYh+8k5CPDHH39g3759OHbsGLS1tWFsbMz7m3gVSfiaNSWus91RCvkTS0Few6eUwSVpD7H5XmecVVLbHByQS/nsyi329m08WrdOeUa2yGl4rvD5nurdGxdGjZLLcQv6Xt7DSt34VJwFCxbg6tWrsLW1xYABA7B161aoq3/f3fy77uhaZL4NZWyY8hzjic6bOku0boPBDaBWKe+He3kvarVa1+JdTpvB1wfjh9clBzdF9QQztDbEsLvDEHwkWNpFAwA0mdgEvot98x5I6Tun05pOqO5ZvVTb9DvTD5VrVOYeD7g4AN4LvOXSS6huYN3CCwWis9bk944ya2BWaFVZN4LIKhhw6u2EiQkTUce/TpmOoV1FGyPCRqDlLy2lXjZJ6JrqYtybcWXeXruKtvQKoyD5ieal0QtMWp81nao6GPV4lEwnhSB5Fi9ejO3bt+PUqVMwMDDglle0m3iyJO7aGHfnDpdvprxkMpSkHHIyMxVdBF4rarr4DzdvyrkkspOTmYlUocZtZXNjxgykJyQouhhKI/HZM8TeulXsOqf79cO9xYvl3tBdFHk1gkUrIL+eOPEPH8olB52sKde4jhKcF+rmZmpqipMnTyquMHKW/wEzsjECgELJabvu6AodUx3c/FN5vrhUNVTh3M8ZB/ofKHFd/7X+CNueN8Zf+EtZ21gb5m7meHf7ndjtWsxqgQuzLqBK3SrF7l+gIoBdJ8mG8ElKmsNPLDwtin3exLHkRMpmLoUbPEpLRV0FuVm5hXJJ+Szw4f4u78W+ft/6aDWnFQxqGpR621qta4k8rulVEzW9ZN/bCwAajm6I3OxcnBwvet0Rfj20q2hjSvIUqGur4+nBp1BRV8H2jttL3Lff3344Ouqo1MssLZUMK5V525/jfgYAxIXH5S1QwA3fypaVS16pCBq6Gkj9+G2K5prNa+LNxTfSKJbSqdetHh7tfiS345V03SblFx0djQkTJsDa2hqtWuXNkKupqYkbN25gwYIF6Nu3L2xtbaGhoVEhbuLJjJjvxVN9+wIAagcp1+QY0nCgTRvRBVLogZAWF4ejQUFoNHduufdFFO9Unz5ICA9Ht5s3oa6jfDeEX+7dCxU1NXjMmKHoosieBD3tjgYGAgCCw8NlXRqp+fLmDQxsbQstf7Z9O+x6SW9WZ2VpRL3y008A+FVH4vC251NFV7lm4R9Txc2oxCtC10gtAy0MuV504uWWM1tiRu6MEodvTc+ajp4HekqleENDh6LVnFYiPXBkpUaTGgCA5v9rLvNjAcCIByPQdklbVHUsZnhOOQVuDixVw5NFo+Ib5mRpXOQ47m+BQIBGPzSCpn7xs4Jp6GhAIBCgbue6sOsgWYOntY817IPsRReWspEmP9+Zrpl0h8SI3KEtot1x8PXBYpfX7fytt5jSdNMuJ/eRxc/iBpQ+p5+yKNi4S/jPwsICjDG8fPkS9+7dw71793Djxg0A327iPX/+HOHh4VzjFCElySjQYyQtLq7c+3xz/DgyEhJwQ0kbA76X77DySE9IQE5GhkTrJnz9gZyVkiLLIpUL9eDjt9jQULG9BW9JuQG7qJ6KpGx41fOpIsvv6ZT/5ZeTWTjJmnCyY2XvSSGOka0RPtz/gGpu1VDJuBK8pnoBKLmHkSQXBWkmgq7mXg3V3GWbp2T0s9HQ0NWAnrl889VUqVul5N4IBeIvt+FuuL3qdon7rte1Hl6eelmO0smfiqoKxr8dj8zkvABFoCLA5KTJ+EXwi8T76H28N1LjUktcz6yBGR7ve8w9Lu1wLxN7EwT9GwRLr8I5W2StpAY5YYr6Eh96ayjehr7FkRFHAACWXpaIvCTBzF5fi1ujSQ2kJaTBtn3hu2ziaFfRFukxRQj5fsmiYSL1/XtkJCXBsE4dqe9bmaV//KjoIogV/+ABqjiLT30hqZzMTOSkpeHLG372nt3n5QVtMzN0PnNG0UWRilf795erp93LffuQ8Eh+vYXL6sP162C5uajdpYuiiyJVL3bvRuKzZyWul56QgJszZ0LX0hKuP/9c+gNR45NUUeOTAlX3rI6YGzHFrjPs7jA83P6Q6/0R/yRvRpGkN0kA8mbb+vAwL/u9JD/qarVR3jvbwf8FI2xnGOp1rSe1pLZ8YO1tXWiZzGaxk4KCQbZAIECTn5vg6u9Xi92u2+5uZQrQVdQV2EFTALENgA0GN8DddXdh086mxM+dTVsbiQ5l62eLc9PPcY/L0vDoFOwk8brTs6cDDJijPkfibYqqP0l6W+Vfw1rMUkxOmWpu1VDNrRrX+DTgwgDMVpkt8fZ2nezQbHIzidb1XeQLczdzpCWklams8uT5gyduLLshUrdaBlpIT0wHALgNc8PbW2/R91RfsBy680+IWMV8t2UkJkJTKNeWpPKHtvF9iIWkkqOjFV2EYmWnlf96fjQwEF8iIspfGDm49OOP+Pz6NTocOCCyXNwQpNysLKgUNWSX5z3GcnNyoKKqKva5G9Ony7k0ZXN92jQAwN0//kC73buha6G4EQXSJEnDE5DXaJqvLI1PAhXlGyiW+Pw5tIyNoWVkpOiilJryvZoVyKDLgzDp06Qin2+/vD3MXMzgs8CH+4FrXDevUUKvet4PU8eejmgzLy9AEZ41SNxQpWH3hqHf6X5SK7+06Vvoo8mEJlLtpcQH/uv9FV2E0hETR9i0l6yBpaiGmtFPR6PfWfHvTaPayndh9V/rj5lspshwz/Le+Zb3FPYqqiqlPmbBXHP5KhlWKjGhuEFNA0zLnIYW05UjobFAIECfk31KXC/xdSIAIDs9W6L9mtY3hVVLK2jqaZYpr5ksVW+Yl+BfXVv8jwTuPSz0Me24qiNCboWgkmGl7yL5OiGywHJzkfTyJS7+8APSP30SeW5v06YKKhW/PNu6VdFFKFbYypXc32X9vudLwxMARJ08iaTnz0tcL+nVK+xwccGTTZvkUCr5SI6ORnJ0NE716YMd9euLDCuNPnsWtxcskEs5Gs6cKdX9ZX7+jFf79wPIew8nR0d/18NJT/Xrh0Pt2hW7Tm5ODlgJOeuipdjTr+Evko+cKEpuTg6Odu4s0qjGJ9T4pEAqaipcnhZxGo5qWGhZ/o939UqFfzxUc6uGnod6YuSjkWJn21LI9PRSMiNXOXMASINw7ijvhd7odVh6SfLkxaqlFbrt6SayTHh2OHWd4pPYGtsZo1Yr8b3yfBf5lr+ASk5VXRVVnarCfYQ7Bl4aqOjiiBJqiMhvGBbXaGXuVnKeI1V18Y1X8tTvTD90/KcjAKC2T22Jt3sb+lZWRZIbUydTTIyfiCnJU7hl4gLPsg6NDPo3CCMfjSxz+Qjhq7eXLuGIvz+iT5/Gnd9+w8cHDxRdJJnJzZasIV5YTkYGlwOIr/JnAstKScF2R0fc//NPBZdIvopqpHh/Na/X+6N164raUCblqdtf+jOlstxc3Fm4EIfatsWhtm0Rd/cuAGB/y5bcOhfHjMHTzZtLbLCQhuoyzMP3dPNmHGrbFm+OHZPZMcrKxM1NKvuJu30byVFRxa6zo359bHfKGzXwcMUKXJ3yLT56vmMHtjk4IOml9FKG6JiXPycoK3ANTo6OxoPly8t0bVYEanxSAvm9mCRSwm+COp3qwMTeBAKBAJbNCuR+4XGHIj4mezO0Niz1Nk1/bgq7jtKdlU/mBHn1U69LPZHFwknLyzOrVSWjss+0Vm4SxEzluWs07O4weC/whoGVAQQCATqs6FD4cytnU1OnYmrqVO6xuGGPfO6dWKt1LbgNlTywyZ/cwaLx99FNvZJRpSKvp1Xq5H1Oa/tK3ignzCnYCSb2Jc/MSUh5PP33XzzfuVPRxRBxe/587u93ly/jpBRnWlI2kiacFnZ14kQc794d8WFh3LKEx48L9RLjgy+RebkCw1ev5pYxxvBi165iE6/zvYdJ6jvxs07nJ+0uctidjLhOnCj1fcaHhUncg4uv9Zlf7qivvXni7twRef7Fnj1yL1NB5c2tJqltDqIpXh7+/TciDh3iHofOkTwthTwVHPp6fsQIhK1cKdUeWrJEjU9KIORWCIKPBsv8OCqqVN3y1Hp+a/wY9SMAoMOqDgoujfSwXNEvXEmSr/Ox8bC0JDnHfmdEhxaauZih6UTlGpKhXkkd6pXUuaGUree25p7TNs4bdmXiIFkDA1+DM2FqWnmpEQu+779HtVrXwsBLA+G/3h+qGqqw72Jf8kaEyNnt+fMROvtbvrbs9HQFlqawjMTEQsuUPZ9RaZR22vGczExEnT4tsu35ESNwvGtX/OfnJ/XyydLTrVvxeMOGQsvfXrqEm7/8ggujRxe57fnhw2VZNKlICA/HxwcPxDaiRRXxwzY3v/FJQ0Ps87KIAzp97a2jUVm6s07nZmVJvK5w46OsMMbgLe3hjPkTV329bqpqik4Y83z7dukeTwKdz57l/lZRU5M4j1Htrl2LfK603wvyvKFhWLduySsV492VK9zflydM4BqGs1JS8HjjRkSdOlWu/csatUYoAV0zXdi2t0Xrea1L7C3j0t8FetX0JGrMqN0u7+51ox8bwXeRb7FD/Ij0JbxIgL6FPmaymXAfVvL07JIa+Wgkeh/rLbX9lVbBH+Eu/V3Erqdt8i0/jLVP4aTqxZEkgbVcSNBmlt/oJEmAVat1Lcxk0h3DLyu9j/bGjJwZIonPa7etjQ4rOyD4iGSN5eKG/yozq1ZWmJYxDb3++9ZrwXeRLwQqgmKTuf/w+gd5FE8uLJtZQr2SOv6X/j9039Nd7Do99veA39/8+tFIvj9Zycl4tH49L2YOuzZ1askrCVHmhvuzQ4eWav2rQgl+VbXy4tC3Fy8CyMtBwye3f/0Vb44cKbQ8IyEBAIrNkfTu8mWZlUtajnfvjpO9eokMM8snnNz58YYNXAL2xK/nnBxZ8uyx0hoWpK6XF5dIOxF0afb38O+/pXpssRhDVXd3tFy1Suq7zh8G+2TjRpHlAjX5z0WmbWrK/V2rc2dYlpCnKV9xvTB3lXLonvANDVlijKHtrl3l2kdGUhL3d+Tx499m42MMd3//HZfGjSvX/mWNZrtTIl5TveA11QtXfr8Cq5ZWYtfRt9DH+Jjxku1vihfqBtSFiYPJd9nzZOit0gVA8la/d/0S1xlwcUCp92tib6LQoS3J75NFHhc1BMstxA3Hxx4HALSaXbpx6/o19JH8PlkkbxSRv4J1KxAI4D5c8obUup35VX9BW4MKJVW362CHGTnic871PNQTafFpMLAykEPppEvLUAvpn9KhoSP+bnVx3xnC9Xp01FGpl40QSez29ATwrSGjrFS1tLheALJS2pnS3l+7JqOSiOezZQtO9e0r0bppHz6Uat/5vZ4A4OHy5ajWrPCsoaXpcUJEmTRowOUmkiXhPDN3//gD2WlpcBo5Eu+uFj/TsXDOJ+EeG+WhZZh3o15FCg0ljDHu+07ZZjXT/Hqe1by84DBsWKHeVrW7dMHLvXvLfZxMocaMrORvMX5OZiau/PQTbHv2xIVRo8p9HEnUDgqSuB4iDh8u83HSPn4s87blwliRsydKKlqop5jorpX3poUw5fqUKYHc3Fzk5OQo9F+j8Y1g5mpW7v3kslwY2xsr/JzqBNWBU18n6FTTgaqWqth/kuyn4DamLqZyPY/cUiQX9F7oLdEP0qJmD1Nm+TlwSqKm+S0oKOtMboa1S58363sj3INMmdTvK9q4au5aOIki797fpWyjt2ppBZcBLiLLjO2MpVceGRr1aBT6ne1XrpxqtduWLTcUIaWRk5FR7JTacbdvl2v/3UNDYdm2Ler07YtgGSXF/vToEV4L5RIpycd797i/S9twJYlKVauWvFIpqFaS7DoS//Ch2OW5OTnSLI5YjX/7DVrG0r0+5+bk5P3g42YKlf+N3oI9VYobilQW+QmbC9ZR/tCeEhtuhV6TlJiYcpenhu+3SWjMmjQp9/4ihHuyKdGN+l5hYVAVGsroPHasyPPG9evDswy9dVhubqFhlTlCjb/CMzK+u3IF0WfO4NzQodzwSlkTqKoWGgooTalfG8+zU1KKXCf67Fk82by5TPvPbzAEAKMCOaWEGTk6lmn/AKBnKZoblkt+L4ck+NJAPZ++yszMRGRkJLLo7ovUOc/NSxxXrU+1IvOmPCsmsMznd8oPGckZ0K+uD5bDJNpG2tTV1WFpaQmNIsa252v6c/F5fKo3rI6crByYufBrWBIAWHtb4+462d5ly++NoejGC0kSa5vUM0Hy+2ToVNWR+vEnJU7icg7JyoT3E/D+7nv82/7fUm3nOsQVD7Z8m9FJeHje0NCheHLgSbkSzStCTmbpfgCJe39UtpJuDgpZ0TXTha6ZLt7d/ppEtiw3zPhxk43w3KUff8TbCxfQ4dAhVK5duMGzvLNOCVRU0GzxYu6xsZMT4h8+hHmzZlIdKnVtyhTU8veXaN0nW7Z8eyClu9kmbm5cQ13guXN4tm0bbs2bBwCoJDTspSwqW5duaL2wxOfPC/2YKiuP6dO5JMFuU6eKJIKv1akTanXqVCjJcHnsqJ93E8a0Yd7s1LLuQSeO66RJePDXX3h74QIAwPOXX/Dya9Jo686doV+rFu4tWVLm/b+9dAl2wcGFftjmNwiXplGivD0zul69yg25AwDDOnXw+uvfrdetw4cbN5Dx6RNe7N4t8T4THj5ErY4dkZudXexEAQ9XrEBlG5uyFr3UShqxkn/dqxUQgNcHD0q830dr1yKlQPL4ooa/xpw7J/F+S0vL2Bjp8fGFlqtqaEDTwAANf/kFVVxccDQgQKrHvTppEmoHBcG4mKTmF8eMKfP+nceOxc1ffgEAVGvevNAsn/n1pqZV9lQ4kcePizzOv+7cX7aszPuUJ2p8+ioyMhJ6enowNjb+LoeoKYMP6R+Qm1M4SFRVV0VVO8nuwgl3j5U3xhji4+MRGRkJm3J+AQ25MURKpZI/gWrRr7+uuS6S3yWj8U+NAQB61fTKlPfHf70/zs88jyYTyn9Xqyz6n++PF8dfQNe05NxTXXZ0weO9j+HQXfKAVstQsi8drcqyz9Oma6oLm3Y26La7G0ydJf8BUlzDYDX3ahIlolc2GZ/z8gdUb1gdQF6+J3EGXR2E6OvRIkPWTBxMEBde9ExHSou+7oiSy/9RnRwdDf1yNHJIqvny5Xh76RKsO3dG/IMHOBksvQlhUj98wLGgIHj9+SeqFpOTJEsGuZAM7e1h2bYtTFxdAQB2wcGwaNMGLCen3I1PCeHheLlvH2oHBZW4bsG8P0c7d4a5mKF4ZWHbsyfX+FSnd2/UDgzELg8Pqey7OB9u3uT+3ubggB5374r0Wnl//brMjm1kb4+WK1aIbVSr07cvYm/dKtf+E58/R3ZqKuKEeuMBgJWEDamv9u+H08iRACC2saE0CiYYtwsOxp2FCwEAZo0awaxRo7yZB0vR+JT08iUA4GTv4nOpyiXHU2l8bcgrS4NYRoFZJp/9K/7moywTVxs5OnLXdgDwnDsXz7dvR2VbWwCAjZR78OWLDQ1FbGgo3EqZh08SVd3dUatzZ1gHBeHDjRuo6uGBsJUruedNPT1h1qhRsftov2cPjpXx3MVNdqGMaNgd8obaZWVlwdjYGGpqalBVVaV/MvhnZG0Ela//mTqaorprdRhYGMCkronE+1Bk/aipqcHY2BhZWVlFDsGbnDQZP3/8Wexz36NOazqJPM4fapc/K9qP0T8i+D/JA/eRj0Yi5HYIDGsZInBzYLmGBJWHVQsreP/qLdG6OiY6cB/uXqrZJH+O/Rk/xyrX+6Re13owtpV8SEL1htXhNtwNg68NlmGpZE+4kUxDN+/Hgo6JDmbkzkDj8Y3FblOjcQ00/lH0ufp98u6A1/SqKaOSKh++5Bcg/JOblYWY8+e5adwBIOK//0TyzkiDt5ihFZWqVEHtwEAIBAJUcXaGlxTvJh9o3RoZiYk43a9fyStLgd/+/d8eMIY6vXvDyP7bLJbapqbQqVYNKqqq6HTsGLTNyt4b+5mEs2SJy+8kjR5m1b8myVZRV+eWqWlrc41t+QLPn5fJD09hTwu8r84Olu73ZLMSejLZ9OgBANCpVg1mjcV/j0kqNysL50JCuBm18kWIGUYqboYx4Uab0s4QV6dPH7hNmVLk88J1na+0N6jfX7uG9E+fkBAWVqrtZMF+4EDY9OiBHhLk8MrvQWPpK/4mWXEKzlhZVM+nHCmOBhLO46RvbQ33KVMQcOoU/A4cAADUDgxEu1275NbBoKgGt/JotWYNVDU0oKKmBvOmTUUaoLXNzNBm/XqxQwrzlzkMGwZD++9/lmHq+YRvATT1eJIt4V4cqmqqEKgIlGdWMwmVNLOZpr7sxikrCx2TvOFlTsFOcB0iGtQV7EVR2s+UIhOpy1NZc2ApE4GKAB1XdlR0Mcqt/7n++FXvVwAQaUAs7Xu36aSmcOzlCIOaBtIsnszZB9rj1E+n4PO7T6m3rWSomMZh8v17vHEj7i9dKrLszdGjcJs8WarHKa73Ub4a3t9uRJh7eaHlypXYXo58HSUpmFvnUzlSDBjY2VR/5s0AAQAASURBVHF/1w4MLHZdPUtLWLZtiydlnNpd0oZBWSQX73LlCtS08256BV26JJI02XvzZjCh17SSiQksfX1FhuRJ270lS1DTzw861WTTA9jS1xf+x49DTefbcP9Ox44hOzUVANBwxgy4TZ4MVQ0NaOjrQ7dGDS53U2kZOznhlXAjppCUt29Fhk+dHz4c3gVmTysPtylTkBYXh9u//grXIj77vtu2lXsWPWkP7Sqtjv/9B3U9PVSqUnyqAo3Klbnk4PnXJV0LC5F1VNTVS/yMfX71SuTxm6PiJw7JkWK+ObOmTZEeH49Pjx7Be/NmLml8SWr6+RVZvvKQxSypqmJSsjiOGIGwlSvR/K+/RJ8QijHrjx0Lu169ZJrrSpnw/xfQd8rKygp16tSBi4sL6tSpg99++03i7e4V6BorztKlS/FeqOV71apV+P3338ta3ELOnz8PFxcXkWURERGwb/W1RVeK7XwuLi748uWL2Ofc3d1x/vx5AMCQIUNw7uv45QMHDuC6DLtBf8+aTW6GFrNaoN2fYqZClVFHiB9e/4AJ7ybIZuekQtPQ1UDf033hMcoD+jX0y7wfgUDAu4YnADC0NsRMNhOOPUv/Y1q7yrdk+O2Xt5dmsUgFlpudXajhKd++5s2ldhxNCX/8CGu1apXUblQKN5AAwJvjx7G/ZUuEfs0Xku9UCcOBiuIyXnRmZHXdkm/2ufz4Y5mOBaDYpPDCcqScuLhmhw7QNDDgfvhp6OlBx/zbBBgCgaDQrGiVTL7d6NKzspJqefId9Cl9g35RTBo04P6u8jW21q1RA1pGRtxyPUtLGNb9NhOp8A/hgr2/SqO4nGrJ0dEiQ7hiQ0MBFO5Jc3PWrFId03XSJHQ6dgxAXl31CgtD3SJmY6zi7FyoEdmwXr1SHa+8wwHLw6Z7d+jXqlViwxOQNyQLyMtn5jBsmNh1qhT47aVMfDZtQofDhyVueAKABhMmwMLbGwGnT8u8x6Is1B89Gr3CwmBU4D2Z/z1S088P9gMGSL3hKbacE3HIEjU+KbGdO3fi3r17OHv2LH799VfcFBpTXl4FG5+GDx+On39WrmFAkrp37x70hBIQFmXt2rVo1aoVAMU0Pulb5P2wrRNQR67HlTYNXQ20nNmSG1onlpQ7ERpYGfCul1xFJcksj8rGuo01/Jb7Ue/Xcmg4qqGii0C+E+Fr1kh9n12uXIH/yZPcY0N7ewSUIp9Jy1Wr0HrdOqmW6cygQSKPr0yYgLS4OKlMnR4cHo56X4d62XTvDgDQkuDHrbhhTADQoRQJjZ/v2CE6g1gBxc0yJSnhhsPy9IbTr1UL1p07l7s8xSk4s1hZWHfpAvOmxU9kUxyPadPKvO37q1eLfO7l3r2FGqc+PXlSKOfSi927kVnETWJx6vbrJ5KEvrTfza3XrJH651Xa2u3Zg5rt25fq/atTrRqCw8NRp3fvIl+TqlLIcbbLwwM3Zswo935E5OZCTVu71JMTaJuZofmyZdAxN5faxATyJq6u3KZOhZGDA5zHjSv0nG6NGuWemVNeQ7vLQqkbn9LT09G5c2fY2dnB2dkZPj4+ePHiBQAgNjYW7dq1g62tLRwdHXHx4kUFl1Z2qlevjrp16+LN1y6C79+/R/fu3dGwYUM4OTlhWhFfKosXL4aHhwdcXFzg4eGBa9euAQBmz56Nt2/fokePHnBxccG9e/cwa9YsjPv6AbCzs8MtoQSFGzduRODX7tqSHlsSAoEAiULJ0apUqYKIr1N8WllZYdq0aWjSpAlq1KiBVatWYcOGDWjcuDGsrKywY8cOsfu5evUqXFxc4OjoiIEDByJbqCtuy5YtceDAARw9ehSHDh3C77//DhcXF6xduxYdO3bEtm3buHVPnjwJT0/PMp+bOLrmeY0ntn62Ut2vMsmfZl4WM78R5TcxfiJGPRml6GIQORoZPhLj3oxTdDHIdyTma29laWm1Zg00DQygW706Nw2987hxUKsk+bDRal5eIoli233tgVAemgYGSHj8GNscHKR6zgUbUxrOnIme9++X6nyF1Rs8GDrVq0u8fuicObg6cSLODBoktpfTZ6Gp3Msq4PRpOI8bBx0Li0JJqCXV5coVtN+3D/WGDOFyf0kr8bmwtNjYUm+joqaGNkLD11hODgzq5N24LKqBsDhq2trocuVKqbcD8qadL0rBIaIAcKxLFyQ+f15o+Z4iEi2XJ89YUTQNDEpM7KwodQcMQPt9+2Bkb4+mf/whtR4vmoaG8N2+HY7DhqHpokXl2ld2aqpUGsGFaQr10iurgr2HlEmLUiakN7C1Rbtdu6Ar5tra6ehRdD53Dg142imkJEqf8ykkJATt27eHQCDA8uXLMWTIEJw/fx6TJ09Go0aNcPz4cYSGhiIwMBCvX7+GehkuygVt99+OTy8/lbxiGRjWNkSvQ0VP5SnOkydPEB8fj5Zfkyn2798fU6dORYsWLZCdnY2OHTti9+7d6Natm8h2ffv2xfiv3a6vX7+OAQMG4MmTJ5gxYwbWr1+PnTt3ckPjDnxN+AYAAwYMwMaNG+Hu7g4A2LBhA3766adSHRsAnj59KjL0LrOUXa1TUlJw9epVvHjxAk5OTvjf//6Ha9euITQ0FH5+fujZs6fI+pmZmejRowc2bNgAb29vnDx5EhvFjD338/ODv78/XFxcuAa3mjVrYubMmQj+OqvN33//jdGjR5dYxnbL2qGScSXs7yN+PLyw7nu649aqW3DuX/T0nnwXuDUQYdvD4Nz3+z1HUjRFJYgnimNSr2LkaSPyU57Ev12vXy/0I1f4x7r7//4Hm65dYVTOnE1G9vYI/jqFtrhZxiSRnZ6OJ19jlAujpNdor1MgBwyAQsPOitP91i1EHD6M2l27Ij0+HlpVqkjc80R4uNWHGzfEzjr24cYNictSFBV1dTgMHQqHoUPLvA9NAwPu76pubvDbvx+6lpbYJUEeMEmlvH2L919v/JZG+337RIZlmjdpghre3kh59w7OY8eWqSyaBgZot3s3jnfrBseRI/Hx3r1iezVJomb79oj8OjxOWMThwyVu2/nMGRzp3Bke06dz7//uoaFc7i6+M7CzEzsU1TEkpMwNpkUJunwZapUqQU0rL7duzXbtcGWCYlNVBIeHc9fGqh4ecJ00qdz7LG9vIFlosmABzJo0ERkCW14CFRUIANgPGAD7AQMA5PWg3P+1HYDvlLrxSUtLC35+ftzjRo0a4Y8//gAA7Nq1i+sF5eHhgWrVquHChQvw9pZshio+6NGjB1RUVPD06VMsWbIEJiYmSElJwZkzZ/DhwwduveTkZDx9+rTQ9nfv3sW8efMQHx8PNTU1PH36FGlpaahUwt2vfv36oUGDBli0aBFiYmLw7NkztG/fvlTHBoA6deqI5J+KiIiAi7MLtKtoQ6BSciDT4+tsHTY2NtDS0kLXr3cs3d3dkZCQgMTERBgIBQ9PnjyBmpoa9x7w9fWFtYTdO318fDBu3DjcvXsXRkZGuHnzJnbt2lXidp5jPZGZLFmjWmXLymgzv41E6/KVjokOPMdKt8cYIYQQIgkNPT20XrsW16dNKzSjE5CXB8fYyUlu5bEODCwyWXNOejqSCiT+LQ+DOnVQb9Ag1CjD7FfC1CpV4obqCedGksTrAo0O4pJ6lzWheb2hQ/FIBkMy8+UnZ+909CgOC/32KI+bv/xSptnmKteuLZJEOz9xebOvv4HKyqhePa7R9P21a+VufCrPUHVtMzN0+5r+osOhQwBj303DE5CX6F5cby91/bLnlixKaXIoyYNlu7ycsJ2OHkVGUhKq1K+v4BLJjlVH+Uy8U9prsTJT6sangpYtW4aAgADEx8cjKysLZkJdNa2srBAZGSmV45S2Z5Ks5PdMOn36NDp16oTWrVujVq1aAPJ6MmlpaRW5bWZmJoKCgnDu3Dl4eHjg8+fPqFy5MjIyMkpsfLKwsIC7uzsOHjyI8PBw9OnTB2pqakj/OoVqScculuBbThhVVVXkCHXZTS8wRavwMVRVVbnHAoEAAoFAZEhdkYcrxRfj2LFj8ddff8HU1BSDBg2CpqRdYSlNDCGEEFJur8VM315aZo0bo/OZMzjVpw/i7t6VKJGvLHhv3oyqbm5FNj4lfG0EkIZa/v5wHD4cejVrSm2fZSHLGeRsunThGp9UVFVldpyCr6FOtWpIefu2TPt6d/ky7AcOLNO2KmpqaPDzz9CXUUL0qg3Ln6fv4pgxUihJXmObLNTw9UWUUK63FitW4MLIkTI5VkEaQrlomy5axPVEUlRuyfpjxuBBwRnXZCS/PvVq1kTJGXlLx7BePXx69EjKe+UHWTfAy4tS53wSNn/+fLx48QK//vprqbZbvHgxLCwsuH/JBWYX4QNvb2+MGDEC06ZNg66uLlq1aiUy+93bt28RHR0tsk16ejoyMzNh+TU5218FLjj6+vpI+jpdpzgDBw7E+vXrsXnzZgz6mhRT0mNLysbGBje+dr/et28fUsqZhLJu3brIzs7mZrQ7ffo0Xr58KXZdcefft29fnDhxAhs2bMDw4cMlP7CMZngjhBBCKpJrU6ZIbV8tV6+G77Zt0P96005W8vMFCWu+fHmhGbikqWCemMa//irzhiejAsMLdapXh8v48TJN2N3h8GF0u3kTgefPix1OKA+uEyeWa/vHYtI/FEe4Z4z9gAGoLqOhNiqqqggOD0dweLhMeuMog2aLFwMAHEJCEBwejuotWiisLC1XrULTcvZcKw2PrwnD648dC8+5c1FNzEyhBWfElIZqLVrA7msKE1louXIlPOfM4R73FBpho1G5MmoUMcuk8w8/lPmYFq1bA8gb0hxw6hQcS/MbUYpcxCQn5yNeND798ccf2LdvH44dOwZtbW0YGxtDTU1NZLa2iIgIrqFF2Pjx4xEdHc3905VgqlllNH36dFy+fBm3b9/Gv//+ixcvXsDR0RFOTk4ICgpCfIFpQvX19TF37lw0bNgQbm5u0BCachXI6+UzdOhQLuF4QQEBAQgNDYWpqSns7e255ZIcW1JLlizBDz/8AFdXV9y9exfG5RzLq6GhgZ07d+LHH3+Ek5MTtm3bBmdn8bmH+vbti127dqFBgwZYu3YtAEBbWxtBQUFo2rQpatSoUa6yEEIIIURyn79OqiIt6jo6qFJEDCBN4hqZLL7OrCtNdfv352Z5a7FiBTcUy1QKPVgk0XbHDtj16cM99j9xAvUGD0bd/v1ldszK1tZQ19FBJRMTrsdIdRm8tsXRNDQscehcvSFDEBwejo5HjxZ67t2lS8VuG1ygB5xV+/alL2Q5tShFj5ged+6Ue2invHL3CAQCBIeHizQ8+GzZAovWraFfylnXhGmbm4tdLjyjJgDuddKztEQ1Ly/UlGPd2vbogZ4PHsBx2DDUDgyEUb16hSYdKMsQZNUiRr7YBQfDa+lStFyxQiSfmrRVqlIFtYOCuMcq6uqobGvLlcFdzERYDWfOhENIiNj9VXFxQYsVK4o9ZqP582E/cCDabtsGnWrVUH/MGFT18ED9MuZfKw+BDHt9youAMabU/TYWL16Mf//9F6dPn4ah0JjWAQMGwMrKCrNmzUJoaCg6d+6MiIiIEhOOW1hYFOqpk5OTg2fPnsHOzg6q30GlkrLJycmBm5sb/vrrL3h5eRW5TsH3SmZKJn7VzeuRN5PNlFt5CSGElI64GICUjqxew7eXL+P8sGESreu7fTvAGE4K3WEPvHBBYUPs8hPr9rhzp1CvpPiwMET89x+ebtlSqn2aNW4skqw6ODwcKe/e4d2lS6jdrRsEAgGiz55FVTc3qScwLk5OZiZYdrZIfp6yJl0vjtuUKagj1NgFACw3F/iaekGWUt6+xcGvPSh6PXyI2Fu3cKbA8DmtKlWQ/vFjocaj4l4LLWNjVLaxQfyDB/DdsQNpHz7AvGlTnB06FO+vXoXnnDmw6tBBajOgSSru3j2c6t0bQF5vocvjx8Przz9xqcCP6/xzzfz8GXvKkMsqn+vEiTJttJRU6ocPiDh8GPeWLBFZ3vncOaTExEDTyAj/icn/1SssDNmpqfh4/z4yEhOha2HB5TV6uX8/DGxtYezoiJyMDHx+9QqGQjfxFU34/em3fz+Ofp3N3GvZMlwqoXeQ/cCBaPDTTzgaFITEp0/hNmUKdKpVg1mTJlyyc3l5uX8/NCtXhkXr1kiLi8OTTZvgOGIEVNTVsbNBAwB5wx1jb92C2+TJUFFTE/vZbLZ4MfRq1sSxLl3EHqfjf//JvPdsabw6cADX//c/AHmTCGQIzRpfUMFrk7SUNwZQ6pxP0dHRmDBhAqytrdHq650OTU1N3LhxAwsWLEDfvn1ha2sLDQ0NbN26VSoz3ZGK6dChQxg7dizat29fZMMTIYQQQmRD0inpvf78k/uh53/yJOLu3EGNNm0Umqy4e2goslJSxDYaGDs6wtjRsdSNT3X69Ss0U5qOuTmXDBz4NhxEnlQ1NIACvelrd+2Kl3v2FLtdsyVLcPnHH0vcf6s1a2Ds6AgNMUPBBCryGbChU60aut28iazkZAhUVFDVwwMAYN6sGbSMjPD60CF0OnoU6jo6Eu/TISQE9ceMETkHAxsbAECL5cuR8vatwn7k5iczNrS3h2XbttyPVp3q1ZESE1NofRUJfm+1XrcOZwcPFllWp08f6FpawlboPaxI2qam0BPKqdVuzx4YfW0o0q5aFUDeeXyJiEDo16FeNt27QyAQQF1HB+ZNmhTaZ+2vjTlA3vBYZWp4Ar7NQqemrS3Sg6ta8+YIOH0aZwYORPs9e3Bn4UK83LuXe95r6VJu6J7fvn1I/fABlapWVVgOK+HXuZKJCRp8nZUd+DoUT0UFKqqqqPk1+TmQ931xqECvPdVKlVDZxgbmXl6oHRiI2Fu38DkiAq1Wr5bb9aY0rDt35hqfimt4UmZK3fhkYWGBojpmmZqa4mSB7o2ElJW/vz/8/f3LtrFS9x0khBBClF/M13yNwlqsWAGzxo0Re+sWzg0dWuh53erVoVu9ujyKVyw1bW2pN35VUsJpxYtiP3BgiY1Plr6+aLlqFc5/zZfS4u+/cWHUKJF1LLy9xf6gVwR1HR2ucSl/+BYAMMbQ8Jdf8hrhxOh67RpSYmJw7OsMzfn0LC2L/DGrqqmp0N4VutWrw2fLFlT+2hiWz//ECWx3dAQA1BCaTVxcI6tZkybc7Hm+27eLneGswcSJMk0WXxYWrVvD/X//Qw0fH7Ezipk1agSzRo24xifhIV98Ja5HjKqGBnTMzeF//DgAwHncOGSnpcGyXTvUaFN4pm5tU1OZl7Osimoc1a1eHcHh4SI9/dQqVYKKmhparVoFALBs21Zu5Syr9vv24cubN9AyNsbpfv245V2uXIGKmhqOBgbCddIkBZaweErd+EQIIYQQQr5/lu3aIfrsWe6xYd26XIJgM6Epy4v60a/sHIcPR9jXHzhFMW3UCB++Tj+fm5ODqh4eiA0NLdQooGwknZHN4GtuFgAwb9pU5LnGv/4qs+Ta0iQQCIp9D2ro64vttVVUniBlYeLqWmiZcK8Wr2XLvi1XUYGWsTHSv+Z89Vq2DJlJSXh/9SoazZ/PNTypaGggNzMzbxs1NaVreALyzqU0CbIVPaOktLVZv15sY42WkRGa/v67Akoke0xopnV1BfaYLSvDOnVgWKcOAKDbzZvY3bAh3KZO5XJtBZw6pcDSlUz5+pMpQP7FVcnTXxElkP8eEelmqpgep4QQQki5PH/+HE2aNIGdnR08PDwQLqMcEZKw6tBB5HEboVnCBCoq6Pjff3AcPrxQowVfWAoN/zD4+sOhoDbr1nF/s5wcuE+dCj0rKzQrkJOGb/JnpNI2M0PQ5cvo9fAhVNTVUVsoz0otf3+xjTbfC+OvPYj4plqLFhCoFe6r0OHQIbTfswfB4eGo4e0N66AgBJw6hVpCowjyhzw5jxuHHrduya3MstD99m10Pnfuu3uPmnp6im14/J4ZCl1/NYXySfORuo4OgsPDUedrTy4+oJ5PAFRUVKCuro74+HgYGxsrbPwqUW6MMcTHx0NdXR0qSjgOmBBCCCmNYcOGISQkBAMGDMCePXswYMAAhIaGKrpYAAANPT2Rx/q1aqH+mDEKKk35Va5dm/u7xfLluDppEtLi4uA6cSIuCp2Xz7//4uWePTCuXx8qqqrodOSIIopbas2XL8fF0aOhrq8P740bkfDoEW5Mm4bKNjYiPSu0hH7secyYgchTp9B04UJFFFmmGv/2G65Nnsw9Vsb8MZJouWJFXqL3AjQNDERmNRMIBNwMjPncp01DtebNUcPXVyl7PZWGmpaW3JNqE9lQ19WF3/79+BAaWug9S2RP6We7k7aiMrRnZmYiMjISWVlZCigV4Qt1dXVYWlpCQ6jLdXZGNuZpzQNAs90RQogyo9nuvomNjYWNjQ0SEhKgpqYGxhjMzc1x+fJl2BQzzEuWr+GViRPx5sgR1O7SBZ6zZ8vkGIp0/88/YVSvnkj+HACIOX8eGpUrw+TrLE18lZOZydthkdKWnZaGXe7u3ONeYWF0c5sQwnvf9Wx38qShoQEbGxvk5ubS8DsilkAgENvjSU1TDT3294CJQ+FEhYQQQogyioqKgrm5OdS+DqkRCASwtLREZGRksY1PsuQ5ezaqNWsGq44dFXJ8WXMuMHV9Pj7kOpIENTx9o1apEnrev4/slBRoVK6s6OIQQohSoManAmg4FSmLup3rKroIhBBCiNQtXrwYixcv5h4nJyfL7FhqWloiOWMI4TMVNTVqeCKEECHU0kIIIYQQUsHUqFED7969Q3Z2NoC8vIaRkZGwtLQUWW/8+PGIjo7m/unq6iqiuIQQQgjhOWp8IoQQQgipYKpWrQpXV1ds3boVALB3715YWFgobMgdIYQQQr5vNOyOEEIIIaQCWr16NQYMGID58+dDX18fGzZsUHSRCCGEEPKdqnCz3WlqasLERDaJoZOTk6k7Ok9R3fEX1R1/Ud3xF1/rLi4uDhkZGYouBq9RHEXEobrjL6o7/qK64y++1l1546gK1/gkSzSFM39R3fEX1R1/Ud3xF9UdkQV6X/EX1R1/Ud3xF9Udf1XUuqOcT4QQQgghhBBCCCFEZqjxiRBCCCGEEEIIIYTIDDU+SdH48eMVXQRSRlR3/EV1x19Ud/xFdUdkgd5X/EV1x19Ud/xFdcdfFbXuKOcTIYQQQgghhBBCCJEZ6vlECCGEEEIIIYQQQmSGGp8IIYQQQgghhBBCiMxQ4xPhhIWF4cuXLwCA3NxcBZeGlAbVHX9dvnwZT58+VXQxSBmcOXMGN2/eVHQxSCnRZ47ICn0X8xfVHX/RNZ2/KI7ip/J85tSkXBbCI4wxCAQC7Nu3D9OmTYOxsTEYY9i8eTOsra0VXTxSDKo7/rt06RKGDBkCU1NTZGVlYdSoUQgMDISOjo6ii0ZKcOfOHQQHB6Nq1apQU1NDmzZtMHLkSBgaGiq6aKQY9Jkj0kbfxfxFdcd/dE3nL4qj+Ekanznq+VSBCQQC5ObmYuPGjZgzZw4uXboEZ2dnzJ07FxcvXlR08UgxqO74b8uWLZgwYQIuXryIUaNG4eTJk1i9erWii0UksHPnToSEhODixYuYPXs2Hj9+jPnz5yu6WKQE9Jkj0kbfxfxFdcd/dE3nL4qj+EkanzlqfKpgPn78iMePHyMjIwMAcP/+faioqMDZ2RkAMGPGDOjo6OD06dPIzMxUZFFJAVR3/BUXF4ejR48iISEBQF6X/qSkJKip5XU+DQoKQrt27XDgwAEkJycrsqikgLi4OGzbtg3R0dHInxz23bt3XD01atQIISEh2LlzJ5KSkhRZVCKEPnNEVui7mL+o7viLrun8RXEUP8nqM0eNTxUAYwxfvnzBhAkT4OTkhIkTJ6JHjx4AgBo1aiA8PJxb19TUFA0bNsTbt2/x4MEDRRWZfEV1x29ZWVmYM2cOnJycsGLFCvTu3Rvnzp2DQCBApUqVIBAIkJWVBW1tbTRq1AhmZmbYtWuXootNkPclu3jxYtSvXx87d+7EiBEjsHbtWgCAlZUVcnJykJqaCjU1NTRu3BgNGjTAihUrFFxqQp85Igv0XcxfVHf8Rtd0/qI4ip9k/ZmjxqcKQCAQ4PHjx7h//z4iIyNx+PBhZGRkYOrUqahSpQpcXFywePFibv2mTZsiMjKSxkwrAao7fnv37h1OnTqFV69e4b///kPLli3xxx9/IDIyEh4eHrh06RLevHkDADAyMoKVlRXS0tIUXGoCAPHx8Thy5AgePHiAgwcPon///li9ejXu378PT09PRERE4Pbt2wDyfty0atUKsbGxCi41oc8ckQX6LuYvqjt+o2s6f1EcxU+y/sxR41MFcfv2bdStWxcCgQAAMGHCBERHR+PYsWOYO3cu9u7di+fPnwMArK2t8e7dO8TFxSmyyOQrqjv+Sk1NhYqKCt6/fw8A6N+/P2xsbLB8+XL07dsXcXFxOHfuHADAwMAAz58/R+XKlQGA65pMFKNSpUqIj49HVFQUACAwMBDe3t6YPXs22rdvDy0tLRw7dgw5OTnQ0NDAixcvYGNjA4DqTpHoM0dkhb6L+Yvqjr/oms5fFEfxk6w/czTb3XcsJycHKioqEAgEUFdXx6NHj7hxms2bN8fZs2dx/vx5tG/fHt27d8fUqVPRvn17PHv2DNWqVYOjo6OCz6Diorrjr5ycHKiqqgLIu+tjbm6O9+/fw9raGqampujYsSPmz5+PnJwcDB06FH/99ReePXsGDQ0NREVFwd7eHgC4IJnIVv6MR4Bo3b19+xbu7u548uQJXF1doaqqisGDB6NDhw6IiYnBmDFj8MMPPyAkJAQmJia4ePEiAgICAFDdyRt95ois0Hcxf1Hd8Rdd0/mF4ij+k+dnjno+fSeWLl2K3r17Y+fOnYiPjwcAqKqqcm+CgQMH4s6dO9wMHhoaGqhbty6ePXsGIC/J4sCBA3H48GGkpKRg/fr1MDIyUszJVDBUd/z1999/o0WLFliwYAGuX78OANzFOyUlBU2aNEFWVhZCQ0Px+fNnCAQCmJqaokqVKoiKioK/vz+WLVsGDQ0NfPnyBQcOHICbm5siT6nCWLVqFdzc3DBp0iQcPnwYwLe6+/DhA+zs7GBoaIiHDx9yd38MDAzg5uaG27dvw9HRERs3bkSDBg2QkZGBo0ePwsfHR2HnU1HQZ47ICn0X8xfVHX/RNZ2/KI7iJ4V/5hjhtYyMDDZ27Fjm5+fHNm7cyAICAtjAgQNZdnY2Y4wxb29vdv78ecYYY+PHj2cdO3Zk8fHxjDHGnjx5wpycnFhmZia3v6ysLPmfRAVFdcdvS5cuZa1atWL//fcfmz9/PrO0tGRfvnxhjDE2bNgwtnnzZsYYYxs3bmS9e/dmhw4dYowxlpaWxtzc3Ni7d++4feXm5sr/BCqwjRs3smbNmrHz58+zTZs2sapVq7LHjx8zxhibPXs2W7VqFWOMsWPHjrGBAwey5cuXc9u2atWKPX36VCHlrujoM0dkgb6L+Yvqjt/oms5fFEfxkzJ85qjxiafyKzwhIYHZ2tqyz58/M8YYe/bsGfPx8WF//PEHY4yxN2/ecNt8/vyZ+fn5sYEDB7ItW7YwLy8vNn/+fPkXvoKjuuOnxMRELmjNzMxkzZo1Y7du3eKe9/X1ZSNHjmSM5dVtvvT0dLZ06VLm5OTEli1bxtq0acP69+/P1TuRvYyMDO7vrKws1rdvX7Z//35u2aBBg1hISAhLT09nqampIuseOnSIWVhYsHnz5jFvb28WEBDA4uLi5Fn8Cos+c0SW6LuYv6ju+Imu6fxFcRQ/KeNnjhqfeOTp06fst99+Yzk5OYwxxnJyclhCQgLr3LkzO3HiBLfe9u3bWd26dcXu4+XLl2zlypUsMDCQrVmzRi7lJlR3fPbixQs2YsQIVr9+fRYaGsrdUe3QoQMX4DLG2K1bt1iNGjVYbGys2P0cOXKE/fjjj2z16tVyKTfJ+yEycuRIFhAQwDZv3sxiYmIYY4x16tSJTZw4kVsvLCyMNW7cmN24cUPsfi5fvszmzp3L/vnnH7mUu6KjzxyRFfou5i+qO/6iazp/URzFT8r8maPGJx7Iyspic+fOZcbGxszIyEjkDRAdHc1CQkLYsmXLuGXx8fGsRYsW7MiRI9yyAwcOyLXMJA/VHb+NGDGCGRsbs0WLFrGPHz9yy7Ozs9nKlStZQEAAd0FnjDEXFxeuPnNyctj+/ftFuqgS+cjJyWELFixgdevWZX/88QfbtWsXCwoKYuPHj2eMMbZv3z5Wv359kbrr0KEDmz17NmMsr36PHDnC7ty5o5DyV2T0mSOyQN/F/EV1x290TecniqP4S9k/c5RwnAfU1NTg5uaGQ4cOYcWKFdi6dSv3XPXq1WFjY4PHjx/j7t273HJTU1NuusP3799j165dSEtLk3vZKzqqO37KyckBAFhaWsLExATjx4+HsbExIiMjAeQl5vPw8EBubi52797NbRcQEMBNKauiooLLly9zSfyI/KioqMDR0RHbtm3DhAkT0K1bN3h7e+PLly/IyspCkyZNUKVKFaxcuZLbpn379rh//z6AvPoNCwuDqampok6hwqHPHJEl+i7mL6o7fqJrOr9RHMU/vPnMyaxZi0hV/ljbZ8+eMS8vL7Zjxw7uucePH7MxY8awPn36MMYY+/jxI/Py8mIvXrxQSFmJKKo7/hG+I6Crq8tmzJjBOnXqxLy9vdmoUaPYwYMHGWOM/fXXX6xOnTosPj6excbGMl9fX3b27FlFFZuwb7lAUlJSGGPfPn9jxoxhkydP5tbbu3cvMzMzY/fu3WPv3r1jgYGBbM+ePfIvMGGM0WeOyB59F/MX1R3/0DWdvyiO4ie+fOao55MSOX78OL58+SL2OQ0NDQB5rZmdOnXCunXruOfq1q2LyZMn4/3792jfvj0cHBzg4+ODGjVqcHd+iGxlZGQU+RzVnXLLb+0XpqqqitzcXADA6NGjsWnTJowYMQJbtmxBzZo1MX36dCQlJWH06NFo0qQJhgwZAnd3dzg5OaFhw4byPoUK6/jx44iLixNZlj+1tra2NoC8z19ubi5evnyJRo0acesFBQVhxIgRWLBgAby8vGBhYUFT/MrJypUruWmZ89FnjkgDxVH8RXEUf1EcxV8UR/ETr+MouTVzkSKtWbOGOTg4sGbNmrFOnTqxTZs2cc8dOHCg0HjZe/fuMU9PTxYaGsoYY9yMAZ8+fWKhoaHclIlEtjIzM9ncuXNZpUqV2IYNG7jl+ckwDx48SHWnpLKzs9miRYuYnp4eGzx4MDe2Ob/uTp8+zSVFzMnJEamX6Oho1qZNG3bhwgXGWN4doqioKJacnCzns6iYMjIy2Ny5c5mbmxvz9vZmrVq14qb0zcrKYqdPn2Zr164V2ebKlSusUaNG3GPhsexxcXHc3T0iey9evGAaGhps2LBhXM+E3Nxc+syRcqE4ip8ojuIviqP4i+IofuN7HEU9nxSIMYasrCxcvXoVCxYswKVLl9C3b1/88ssveP78OQDgxYsXMDMzE9nO2dkZnTt3xsCBA+Hn54e1a9cCAAwMDODu7g5dXV25n0tFtHfvXrx69Qrdu3fHzp07ubutKip5H6tnz57B3NxcZBuqO+Vw584dfPjwAWPHjgVjDLdv3wbwre4yMzPRpk0bbplwvZw5cwampqbw8vICkHeHyMLCAjo6OnI+i4ppy5YtuHPnDvbu3YtTp05h0KBBmD17NoC83CCZmZlo1aoVACA7OxsAcPPmTfj6+iIsLAwdO3bE1KlTuTviVapU4e7uEdnJf73v3r0LV1dXAHn1AuR9hjIzM+Ht7Q2APnNEchRH8RvFUfxFcRR/URzFT99NHCX35q4K7unTp+zkyZNcC/GzZ8+Yra2tSItx165d2fTp01lqaqrYfWzatIlZWVmxBg0asPXr18ul3CRvBhVhCQkJXMt/7dq12eHDh0vcB9WdYjx//pwdP36cm/UhKSmJffjwgTHG2JAhQ9jMmTNZQkKC2G1zc3PZ58+f2caNG1mrVq2Yl5eXyLTORLYeP37M9u/fz96+fcsYy7vb9ujRI+75hw8fspYtW3LPF5SZmclsbW2ZiYkJ8/b2Ztu2bZNLuSu6/HrL/5xlZWUxxhibPXs2u3DhApswYQIbP348+/z5c6Ft6TNHikNxFH9RHMVfFEfxF8VR/PS9xlHU80lOPn/+jD59+iAgIAD//PMP2rdvj8jISNja2kJTUxP79u3j1h0yZAhOnDiBz58/i+wjKysLQN7Y6t9//x137tzBwIED5XoeFVF4eDh8fHxQp04d7k4qABgaGnJ3U7t164a1a9ciPT1d7D6o7hTjwYMH6NKlC7p3744tW7agefPmiI2Nhb6+PqpUqQIA8PHxwfPnz3Hnzh0AKJQjIj09Hbm5uXj+/DkmTJiAixcvwtfXV+7nUtGkpqZi+PDhCAgIwIEDB+Dl5YWwsDCYmZnB3t6euxt37tw56OrqFro7DgDJycnIyclB69atsXnzZpw6dQq9evWS96lUKAXrrUmTJggPDxfpyaChoYGQkBB8+PABixYtwpYtW0T2QZ85Ig7FUfxFcRR/URzFXxRH8dN3H0cpuvWrorh37x7r0aMHS0tLY4wx1qdPH9azZ0/2+fNn9tdff7E2bdowxr6Nla5duzY7duwYY4yx69evs/Hjx7NXr14ppvAVWG5uLpswYQKbN28ea9KkCVuwYEGh5xnLm13Fysqq0GwBN27coLpTkJycHDZ06FD266+/csvatWvHRo8ezRj7dgfhy5cvrF+/fmzu3Lki20dFRbFJkyax06dPy6/QhBMZGck6d+7M3fGZMGEC69OnD3vw4AFj7Nu1sk+fPmz37t0i275584ZNnjyZ6k4Biqq3sLAwlpyczEJCQhhjjK1fv55VrVqVVa1ale3bt48xxtjr16+p3kiRKI7iJ4qj+IviKH6jOIqfvvc4ino+ycm5c+eQkpICLS0tAMDChQvx5s0bXLp0CR06dEBMTAz279/PtWo2adKEa5F2cnLCuHHjUKtWLYWVvyJijEEgEGD48OGYOnUqJk2ahH///Rfv3r3j1hEIBMjKyoKxsTE6d+6M3bt34/Xr11i9ejUAoF69elR3CpCbmwsVFRWMHTsWY8eO5Za3atUKampqAPLGtefk5EBXVxcdOnTA27dvsXfvXixZsgTx8fEwMzPDzz//zOUsIPJ15coVpKeno2rVqgCAyZMnIzMzE1euXEFWVhZUVFQQExODT58+ISgoCNHR0dznztzcHD/99BPVnQKIq7eMjAxcvHgROTk5OHHiBExNTbF9+3aMGDECPj4+MDIyAgBUr16d6o0UieIo/qE4ir8ojuI/iqP46XuPo6jxScrypzhkX7uc5v+/bdu2uHHjBpdM0dzcHO7u7jh48CBq1aqFH374Ab/88gtWrFiBQYMG4fHjx2jSpAmAvKkua9SooYCzqVjyg9R8+VON2tjYAAD8/f2hoaEh0rUfANTV1QHk1fGqVavQtGlT3LlzBzk5OdDR0aG6kwNWoIt3/o8PR0dHaGtrc5/L48ePw93dnVtPVVUVAGBmZoZt27Zh2LBhCA8Ph7a2NtTU1GBsbCynM6i4Pnz4AADIyckB8K0uvb29cebMGSQkJADIS2jp4eGB27dvIz4+HgBw/vx5PHv2DBMnToS/vz8eP36MrKwsqjs5uHjxIlcPQMn1du/ePbx9+xZz5szBkSNHcPLkScyaNQva2tpIS0sDYwzq6upUb4TiKB6jOIq/KI7iL4qj+KnCxlGK6G71vUlNTWUzZsxgfn5+bM6cOSwpKanQOikpKSwwMJDNmzePW3b37l1mbm7OPT579iwbPnw4++WXX2i6UTlJT09nEydOZC1btmTjx49nERERYtfL71q8bt061rBhQy7hYr5Vq1axevXqsVmzZtF0o3KSkpLCZs+ezTp06MCmT5/OYmJixK6X36X/2bNnrHHjxtyQjXyXL19mjRs3ZlOnTqW6k6Pnz58zU1NT1qlTp0LP5XcFb9u2LRszZgy3/MmTJ6xmzZpcHTZq1IiZm5uzJUuWUN3JQXZ2Nvv111+ZnZ0dGzRoUKFhMEXV2+PHj5mVlZXIZy//mpqdnS2HkhNlR3EUf1EcxV8UR/EbxVH8Q3EUY9T4VE5fvnxhHTt2ZMOGDWNPnjxhAQEBbNSoUezOnTuMMdE3xIEDB1i1atW42Vdev37NAgMDuTGdRP6mTZvGgoOD2fPnz1mvXr1Yv3792MWLFxljRX+Y3dzc2L59+9jevXvZ0aNHGWN549qJ/Jw+fZo5OjqyoUOHcrN0/PTTTyw2NrbIbXbs2MEmTpzIGGNs//79bP/+/YwxJnaWCCJ7165dY0FBQczV1ZVdu3aNMfbtSzffjRs3mKamJnvz5g23rEWLFuzZs2eMsbwfnkR+QkNDWbdu3djDhw9Fluf/MMlXVL29fv1a7PqkYqM4it8ojuIniqP4j+Io/qE4ijEBYwX6WZISpaenczkHrl27hqVLl2L16tUwMDBAaGgoBg0ahPbt22PhwoWFtg0ICICuri6cnJywe/dueHt7Y8GCBfI+hQqPfc1D4Ovri1GjRiEgIABRUVHYsGEDHj9+jO3btxe5badOnXDkyBHY2dlh4cKF8Pf3l2PJCZCX+0NdXR3NmjUDAPz333+YPXs2bty4wXXzLyggIAC5ublQVVVFbGws/ve//6FDhw7yLDYR8scff+DTp0/Q09PD/fv3sX37di7HBPAt30RISAgSExNRq1YtnDlzBh4eHlixYkWR9UxkZ8CAAbC3t8ekSZMQERGBN2/eoFmzZtywC4DqjUiG4ij+oziK3yiO4j+Ko/iH4ijK+VQqoaGh8PX1xaBBg7Bu3ToAQGZmJl69eoW3b98CACwtLWFqaop79+7h/v37APK+oPPHSm/YsAG9e/fG48ePMXfuXAqY5OTKlSsYNWoUrl27BiAvD0F8fDxq1qyJzMxMAECNGjXQrl07vHv3DlevXgXwLfcEAHz58gUDBw5EYmIijh8/jidPnlDAJAcF6w4APDw84OnpydWPlZUV9PT0kJqaKnYfUVFROHz4MHR0dDBq1ChcvXqVAiY5KFh3ubm53Jj27OxsNGvWDC1btsTz588RFRWFjIwMAN/yFgDA4sWL8dNPPyE1NRVz587FypUref/Fq+yuXr2Knj174vjx4wDAXSPr1q2L+Ph4zJw5E126dMHSpUvRvXt3XLp0CQDVGykZxVH8RXEUf1EcxV8UR/ETxVFFU1N0Afji2bNn+PHHHzF48GBYWVlhwoQJSExMxIQJE2Bvb48pU6bAxMQEYWFh6NChA54/f47379/D2dkZAoGAe7MYGRnBz88Pfn5+Cj6jiiE7OxubNm3C9OnTUaNGDTDG0LhxYwDgErI9fvwY8fHxMDY2Rs2aNeHm5obQ0FA0adKEu3sAAHp6epg3bx6qVaumkHOpaIqrO11dXQDfkvOtX78eDRo0gI6OTqH9MMZQo0YN3L9/H05OTvI7gQqsqLoT/jxdvnwZQ4cOhZGREfT09GBnZ4fhw4djyZIlIneAdHV10bBhQzRs2FARp1Lh7Nq1C5MnT4a5uTn+/PNPtGvXDhoaGgAADQ0NREVFwcjICLdv38bnz5+xYMECzJw5E2fPnqV6I8WiOIqfKI7iL4qj+IviKP6iOKp41POpGGlpadzf79+/h7a2NgYOHIhWrVph1qxZCA0NxcmTJ7F582ZMnDgRDg4O2Lt3L6ZPn45Lly7Rl6sC5c8QIBAI4O7ujpMnT+K3335DVFQUbt++za3n7++PO3fu4MGDBwAAU1NTvHjxgpvesiCqU9mTpO7y79QJBAIkJyfj1KlTGDlyJADg8+fPSE9P5/YnEAjAGKOASQ4krbuIiAhUrlwZf/75JxwcHJCUlARLS0vMmTOHW4fIT36PEwBo2LAhdu/ejX///RcJCQk4d+4c91zLli0RFRWFxMREAIC+vj6aN28OQ0NDbgYyQoRRHMVfFEfxF8VR/EVxFD9RHCU5anwSY/HixXBzc8OoUaMQGhoKAIiJiUGNGjUQFxcHAGjatCkcHBy46WKbNm2KH3/8EdWrV0doaCg8PT1hYWGhsHOoqBYvXgwXFxcMGTIER48eRVZWFpydneHo6Ahra2vUqlULO3bs4Nbv1KkTateujZUrV+L27dtISkpCcnIyzMzMFHgWFVNp6k74zk9YWBiaNWuG5ORkDBkyBEOHDkVMTIzIvr+HbqrKrLR1Z2VlhXv37iE8PBxbt27FnTt3UK9ePfz222/cOkT2li5dChcXFwwYMACbNm3Cx48fYWVlBTc3N5iamqJVq1ZYuXIlt76rqyuCg4ORmJiIq1evIj4+HitWrEDTpk2hp6enwDMhyobiKP6iOIq/KI7iL4qj+IniqDKQb35z5ffPP/8wb29v9uLFCzZjxgzWsWNHdujQIRYdHc2cnJxEZgXYu3cvGzRoEIuKimJZWVns1q1bzMfHhzk5ObHVq1cr7iQqqP379zNvb2/2+vVrtnr1atalSxc2f/587vnc3Fy2Y8cO5ufnx8LCwrjlcXFxbOHChaxNmzbM0tKSzZ8/n3fTVvJdWeouf6aH0aNHM4FAwJo1a8bmzZvHzYJE5KOsnzvhqdSzs7PZo0ePWHp6ulzLXpFdvXqV+fr6spcvX7L//vuP9e7dmw0fPlxknRs3brAGDRqwmzdviizfvHkzCw4OZnXr1mW//fYby8jIkGfRiZKjOIq/KI7iL4qj+IviKH6iOKpsKnyzaH4CsHwRERFo0qQJateujalTp6Jt27bYunUrqlSpAnd3d2zbto3rElm9enXcvHkTpqamUFNTQ1paGnr06IEHDx4gJCREEadToaSlpXFj1YG8fBLm5uawsrLCwIEDMWDAABw7dgwvXrwAkHfXpn79+qhRowZOnToFAIiMjESVKlXw888/Y926dXjz5g2mTJkiMuaWSJ806i46OhoAoKOjg7Vr1+LSpUuYOnUqKlWqJP8TqkCkUXdv3ryBvr4+GGPIycmBqqoq7O3toampqZBzqgiSk5ORlZXFPX748CEyMzNhbW2Ndu3aYfLkyThx4gTCwsK4dWxsbODl5YV///0XQF5eFwDo27cvli9fjsePH2PSpElcLgNSMVEcxV8UR/EXxVH8RXEUP1EcJR0VtvHpyZMnGDJkCIKDgzFv3jwAeQn14uLiYGFhgYyMDGhqaqJp06aoVKkSDh48iEmTJiEsLAyLFy8GADx69AguLi7cG7FZs2YYPHiwws6ponjy5AkGDhyIoKAgTJw4kZuZgzGG2rVrIzExEerq6nB3d0fdunWxceNGblt7e3u0aNECf/31F6ytrfHPP/8gJSUFAFCzZk1FnE6FIs26W7FiBbKzs/Hbb79h0KBBCjqjikOadbdmzRqkpqZCIBDQDxQZy6+3jh07YsyYMXj+/DmAvKTNdnZ2ePfuHVRVVeHo6Ii2bdvijz/+4LY1MjJCr169sGHDBlhbW2PJkiVcngJDQ0NFnA5RIhRH8RfFUfxFcRR/URzFTxRHSVeFa3zKzs7GokWL0LVrV9ja2mLOnDlYunQp/vzzTwgEAtSqVQvHjh3jLgh16tRB7dq18fTpU9SpUweTJ09GZGQk3N3dsXLlSowdOxba2toKPquKIScnBxs2bED37t1hZ2eHDRs24MSJE/j9998B5CW5fPz4MSIjIwHkfeCbNWuG9+/fc0lP9+7di+HDh8Pa2hrLly/H3Llzxc7sQaRLFnX366+/Qk2NJuyUNVl97ui6KVuMMRw4cAA9e/aEnZ0djhw5gpiYGPz999/IzMxE5cqVkZ6ejjt37gDIS07as2dPxMTE4PPnzwCAAwcOoH379mjYsCFWrFiBf/75BwYGBgo8K6IMKI7iL4qj+IviKP6iOIqfKI6SjQrX+KSmpgYzMzPuDpy9vT2mT5+O3bt3AwCGDx+OFy9e4OrVq0hLS4O2tjY+fvyI2NhYAEDz5s2xatUq7N27Fzdv3oSHh4ciT6dCUVVVhYmJCfbu3YspU6bAzMwMP//8Mw4cOAAACAoKQmpqKq5evYqkpCRoaGjg48ePEAgEXBdiIyMjHD16FKdOnaJpmuWI6o6/qO74SSAQwNjYGNu3b8eUKVOgo6OD4cOH48yZM9DQ0EDTpk1RuXJlXL16FXFxcVBRUUF8fDzMzMy4RKU2NjY4fPgwTp06hXbt2in4jIiyoDiKv+h6zl9Ud/xFdcdPFEfJRoVqfMofXxsYGAhra2tkZ2cDyBvD2aZNGwB5XeB69+6NLVu2YNu2bWCMITY2Fg0aNOD2U6lSJeparCCtW7eGjY0NcnJyAOTN5uDp6YmcnBzo6+ujW7duuHjxIhYtWoScnBzcvXsXtWrV4rZv1aoVmjZtqqjiV2hUd/xFdcdPHh4eqFu3Ljflso6ODuzs7LgGgYCAAERFRWHSpElITk7G4cOHUaVKFejq6gIAHB0d0axZM0WeAlEyFEfxH13P+Yvqjr+o7viJ4ijp+24bn16/fg0A3Icc+DZNqLa2NgQCAdfV9PLly6hXrx633pgxY9C9e3fs3bsXDg4OMDQ0RM+ePQvth8jGkydPAIALaoXl111+i/LBgwfh7OzMjXfu1asXxo4di/DwcLi4uEBXVxdjxoyRX+EruI0bN+LgwYNcN2HhhIpUd8pt27ZtOHv2LPcFS3XHDytXrsTChQtFun3n09LSEvm+2rZtGxo0aMDdSW3Tpg3mzJkDxhi8vLygra2NWbNmybX8RHlRHMVfFEfxF8VR/EVxFD9RHCVn8plUTz6ysrLYnDlzmLGxMXN1dZVom7t377LatWtzjz9+/Mj9/fbt2wo19aEiZWdns19//ZVVrlyZGRgYSLRNREQEq1WrFvc4JiaGm2L006dPVHdydOvWLWZlZcUCAgJYly5dWHBwMHv37h1jjLGcnJxC61PdKY8dO3Ywe3t71rlzZ9a1a1f2448/stjYWMYY1Z0yO3z4MLO3t2fdu3dnM2fOZHZ2diwmJqbI9ePj45mdnR379OkTY4yxV69ecdM0p6WlsczMTHkUmyg5iqP4i+IofqM4ir8ojuIniqMU47vq+fT27Vu8efMGixYtgrGxMfbu3QtA9K5dQRcuXMDw4cNx9epVNG/eHL/99hsyMjIAAObm5hVq6kN5Y0J3BDIyMhAREYGdO3fC1tYWa9euBSD+rl2+CxcuoGfPnjh//jxat26NOXPmcDOuGBgYUN3JkHDdAXmJEMeNG4cDBw7g77//BgCMHz9e7LoA1Z0y2bNnDxYtWoT9+/dj9uzZePz4MX799VcAVHfKbN++fZg9ezZ27tyJH374Ae7u7oWmvBd2+fJltG7dGteuXUPbtm0xc+ZMLiGmlpYW1NXV5VV0osQojuIXiqP4i+Ko7wfFUfxEcZSCKK7dq/wePnzIli9fzl68eMEti42NZRkZGWz+/PmsXbt2hbbJb4HOzs5mWVlZzNnZmenr67O2bduyXbt2ya3sFd3Tp09ZYmIiYyzvTitjjH348IExxtiKFStYnTp1Cm2TX3f5//f19WWqqqrMz8+P6k6OhOsu/+7MsGHD2A8//MCt8+rVK6aiosLVaf7dAKo7xSp4zXzz5g3r1KkTO3LkCGOMsdzcXObj48P09fW5uzlUd4oXFhbG5s6dy+7evctSUlIYY4x17NiRdevWjUVFRbGePXsyV1dXduzYMZaWlsYY+3ZdzdenTx8mEAhYp06dqN4Ih+Io/qI4ir8ojuIviqP4ieIo5cHLnk/Z2dmYNm0aOnTogGvXrmHs2LFYtmwZAMDExAQaGhro1KkTEhIScPr0aW4bIC/BG2MMqqqqUFFRQZ06dXD48GEcP34c3bp1U9g5VRQREREICAhA3bp1ubHM+WNpq1atCgDo168fMjMzsW/fPgBAVlYWgG91B+TdSbC3t8fZs2dx5MgRqjs5EFd3qqqqyM3NhaurKxITE5GUlAQAqFWrFtq3b4/ffvsNAKCurk51p0AFr5ljxozBypUrUaNGDVSvXh1r1qzBw4cP8ddff8HV1RUODg5YsWIFAKo7Rfv111/RsWNHvHr1CvPmzcOUKVMAAPPmzUPNmjXh6uoKCwsLTJ06FXPnzsUPP/wAIG9GMsYYPn36BABwcnLCuXPncOjQIao3QnEUj1EcxV8UR/EXxVH8RXGUkpF/e1f5RUdHsyZNmrDs7GzGGGP//fcfc3NzYxcuXODWSU1NZVOmTGGBgYEi22ZnZ7MWLVqwa9euybXMJM+NGzfY+PHj2fnz51nVqlVZQkICYyzvToGwefPmic030bZtW+7uApGvouqOMcZOnTrFBgwYwHbu3Mkt27RpE+vWrRv3uF27dlR3CiLumuni4sJu3brF4uPj2axZs5i/vz/r06cPe/r0KZs8eTL766+/uO2p7hQjPj6etW7dmsuh8/jxY1a9enV2+PBhxhhjW7ZsYWPGjOHWDw0NZfr6+tzd1UGDBrE9e/bIv+BE6VEcxV8UR/EXxVH8RXEUP1EcpXx42fiUkJDAPDw82L179xhjed0Yp0yZwnUPz83NZTk5Oezp06esadOm7MCBA2zJkiXs9u3bjLG8NyJRjNzcXO719/X1ZePHj2eMMe5inr9OdnY2s7KyYtu2bWOzZ89mp06dYowxrgsrkb+i6o6xvASJ8+fPZ0FBQSw1NZUxxtjUqVPZ4sWLuXU+f/4s3wITjrhr5uTJk1n79u25dZKTk7m/fXx82NGjR7nHVHeKU69ePXbx4kXu8bx585ijoyNjjLGNGzeykJAQ7rn9+/ezwYMHsy9fvjDGROuUEGEUR/EXxVH8RXEUf1EcxV8URykXXg67e/fuHerXr49Hjx4ByOtGPHDgQLx58wZPnz7lprJ8//49IiIi0KdPH8TExKBu3boAACMjI0UW/7vHGMP169fFJrkUCATc6//zzz9jy5YtyM7OhqqqKhhjyM3NhUAgwPPnz5GdnY2QkBAkJCTA09MTAKCvry/Xc6loGGMi9caEEiUWVXdAXoLEwYMHIz09HX379kWvXr1w8OBBkam39fT05HQWFVPBuhMm7po5aNAgRERE4OnTpwAAHR0dXLlyBQMGDIBAIECDBg247anuZIcxhvfv34t9LjY2Ft7e3rh8+TK37Oeff0ZUVBSePn0Ka2trhIeHY8yYMRg+fDhmzJiB5s2bQ1dXF0BenRIiDsVRyo3iKP6iOIq/KI7iJ4qj+EXpGp++fPmCn376iZvpQZx69erBwMAADx48wLt37wDkvTnq16+PV69eAcgbV92zZ08MGzYMHz9+xO+//w5tbW25nENFlZycjHnz5sHZ2RnHjh3jZrspire3N2xsbLBgwQIAEAl2u3TpgqFDh+Ljx49YsmQJXbRlLDU1FbNnz0b9+vUxfvx4bN68GcC3PBIFFaw7IC/XxNatWzFkyBC4u7vj1q1baNu2rVzKX5F9+fIF8+bNg6urK3766Seu7oRnpyrqmunk5MRdMx8+fIghQ4agXr16OHToEMzMzOR/MhVIamoq5syZg3r16iEkJATTpk0DIFpvVatWhZ2dHZ49e4aXL18CyMtB4OfnhytXrsDLywurVq2CkZERrK2tERoain79+inkfIjyoDiKvyiO4i+Ko/iL4ih+ojiKpxTT4Uq88PBw5uPjw2rXrs3s7e3Zu3fvCq2TPwbz+PHjbNCgQVx31IyMDNayZUv25s0buZaZ5Llx4wazsrJiXbp0YS9fvixx/fzcBGfPnmU1a9Zkhw8fZqNHj6au/Aryv//9jw0cOJA9fvyYnTt3jhkYGLDLly+LXbeouvv06ZMcS0wYY+z8+fPM3t6ejRo1it27d4+tX7+emZqactdJxuiaqYxyc3PZ5MmTWf/+/dmrV6/Y/fv3mUAg4GZYyV+HMcbu3r3Lhg8fzn788UfuuU6dOrH79+/LvdxE+VEcxV8UR/EbxVH8RHEUP1EcxV8Kb3yKjY3l/k5OTuaSsTVq1IitXLmy0Pr5F4CsrCx28uRJVqNGDfbTTz8xFxcX1q9fP27qUiJ7wgFOfHw8a9q0KTemNiYmhr148UJkSmZxVqxYwQQCAXNxcWG7d+9mjBVOmklkKzExkVlaWrL3799zyzw8PFiHDh1YVFQUY0x8nYirOyJfqampIj9Stm3bxiZNmiQynTZdM5WD8Hfd58+fmZWVFVd3t27dYqNGjeJyDOTn28n/+9GjR6x69epszJgxzNXVlXXu3Flkf6RioziKvyiO+j5QHMVfFEfxB8VR3weFNT7dvHmT+fv7MxcXFzZhwgT29OlTxhjjkuytXr2aNW7cuMQ7OHfu3GF//fUXzSAgRxcvXmTdu3dnzZs3ZzNmzODqbvr06ax9+/asU6dOzNXVlfXs2ZNLXirOpk2bmKenJzt9+rS8il7hnT9/ngUEBLAbN26ILG/Xrh2bOXMmYywviOrbty9r0KABu3Tpktj9UN3JX1F1xxhjcXFxbPDgwczAwIAFBgay4cOHF7kfumbKV8HvukePHjHG8j5zAQEBrEWLFqxq1aosICCAubi4sNevX4tsnx88PX/+nG3dupUdO3ZM3qdAlBTFUfxFcRR/URzFXxRH8RPFUd8XhTQ+5ebmsq5du7IFCxaw2NhYNmLECNaqVSuutTKfvb0927p1K3e3ICsri2VlZbEtW7awW7duKaLoFd78+fOZs7Mz+/fff9n9+/dZcHAwNw1sREQE8/Hx4aYW/fjxI3N2dmZz585ljDGWnp7Odu3axQ4ePKiw8ldk69evZ40bN2YmJiZs9OjRIndRT58+zSwtLdmgQYOYs7Mz27FjB2vWrBmbP38+YyyvazHVneIUrDvh7uCM5X228qdnTk9PZw0bNmSzZ89mjDGWlpZG10wFEfdd5+XlxXJzc1l6ejrbt28f69u3L8vMzGSMMdazZ082btw4lpuby7KystiuXbu46YAJEUZxFH9RHMVfFEfxF8VR/ERx1PdHIQnH79+/j9jYWPz0008wMTHBihUrkJycjH379iErK4tbr1+/fti2bRsEAgHev38PNTU1qKmp4cuXL6hdu7Yiil7hNW/eHOvXr0dwcDDq16+Prl27Ij09HcnJyahZsya2b9+O0aNHAwCMjY3Rv39/3LhxAwCgqakJAGjatKnCyl+ReXp6Ytu2bbh+/TqOHTuGZ8+ecc+1adMGV69eRWBgIA4cOIAePXqgUaNGXNI+DQ0NAFR3ilKw7vJnVgHyZvnQ1NRE9+7dAeR9znr27Inr168DALS0tJCcnEzXTAUQ912Xnp6OzZs3Q1NTExcuXICDgwPU1dUBAL1798a5c+cgEAigpqYGAGjcuLEiT4EoKYqj+IviKP6iOIq/KI7iJ4qjvkOKaPHKzMxkxsbGXLc5xhhbvHgxCwoKYklJSSLjoo2NjVnDhg2ZgYEBCw8PV0RxiZD8OwX5LcyTJ09m48aNY4wVHs/+6NEj1rFjR3b8+HH5FpIUKb+OOnTowCZPnlzkeg8ePGC+vr7s2bNn8ioaKYGkdffo0SMWEBBAnzslUNR3XUBAAEtLS2Pr1q1jtWrVYtnZ2Sw8PJx169aNLVq0iPK1kBJRHMVfFEfxG8VR/EVxFP9QHPX9UUjPJ3V1dXTt2hV//vkntywkJATXrl1DbGwsBAIBXr58ib59+3Lrvn//HvXq1VNEcYkQFZW8t0x+C/OrV6+4uzgCgQCMMVy4cAG+vr4YOHAgWrVqBW9vb4WVl4hijAEAfvrpJ+zfvx/Pnz8Xef7OnTvo0qULunTpgk6dOsHGxobbhihWcXWXmpqKU6dOoX379hgwYACaN29OnzslUNR33c2bNxEdHY1BgwbByckJHTp0QM+ePeHq6oqxY8cWOTU3IfkojuIviqP4jeIo/qI4in8ojvr+qCnqwH369EG/fv3w7t07mJubQ0dHB05OTggPD4eNjQ1UVFQQEBCALVu2KKqIpAQPHjzAq1ev0LVrVwDAs2fPYGdnB1VVVXTr1g1Dhw5VcAlJQSoqKmCMoWXLljAzM8OZM2dga2uLx48fw97eHnp6eujTpw8CAwMVXVRSQFF19/TpU9SpUweZmZno2rUrBg8erOiiEiHivuscHR0RFhYGGxsb7Nq1CzExMbC2tlZ0UQnPUBzFfxRH8Q/FUfxFcRQ/URz1fREwBTbH9+vXD58+fcIff/yBixcvYvv27di/fz8qV66sqCIRCTDGIBAIsGLFCjx8+BBdunTBjBkzUL16dezevVvRxSMlyK+/Q4cOoU+fPqhSpQpq166NkydP0p0CJVdU3Z06dUrRRSPFoO86Iiv03uIniqP4jeIo/qI4ip/ou+77odDGp8+fP2P58uU4fvw4dHV1MXHiRLRs2VJRxSGlkJmZCVdXV0RHR8PHxwejRo2iuuORAwcOYOrUqTA3N8f//vc/tG7dWtFFIhKiuuMf+q4jskLvLf6iOIrf6LuYv6ju+Ie+674fCm18ypeQkAAjIyNFF4OU0ty5c+Hn5wdXV1dFF4WU0vnz52FoaAhnZ2dFF4WUEtUdf9F3HZEVem/xE8VR/EXfxfxFdcdf9F3Hf0rR+EQIIYQQQgghhBBCvk8Kme2OEEIIIYQQQgghhFQM1PhECCGEEEIIIYQQQmSGGp8IIYQQQgghhBBCiMxQ4xMhhBBCCCGEEEIIkRlqfCKEEEIIIYQQQgghMkONT4QQQgghhBBCCCFEZtQUXQBCSMVmZWUFTU1NaGlpISUlBQ4ODpg0aRKaNGlS4rYHDhyAmZkZGjVqVKpj+vn54e3btwCA+/fvw9HREaqqqtDT00Pv3r3x5csX/Pzzz2U6H0IIIYQQeaE4ihDCF9T4RAhRuJ07d8LFxQUAsG/fPvj5+eHEiRPw9PQsdrsDBw7AxcWl1EHT0aNHub8FAgEuXboEAwOD0habEEIIIUThKI4ihPABDbsjhCiVoKAgDB8+HH/88QcA4MyZM2jcuDEaNGgABwcHrFu3DkBe4HPo0CH8/vvvcHFxwdq1awEAW7ZsgaenJ1xdXdG8eXPcv3+/VMefNWsWxo0bBwDYuHEjvL290atXL9SrVw9NmjTBo0ePEBgYCHt7e/j6+iI5ORkAkJWVhcmTJ6Nhw4ZwcXFB9+7d8enTJym9KoQQQgghJaM4ihCirKjnEyFE6Xh6euLQoUMAAFdXV1y+fBmqqqpISEhAgwYN0LZtW/j5+cHf3x8uLi5ckHPlyhVs374dFy9ehKamJi5duoTg4GCEh4eXuSyhoaF4+PAhLC0t0bdvX3Tq1AlXr16FqakpOnbsiE2bNmHUqFH4/fffoaOjg5s3bwIA5syZg2nTpuHvv/8u9+tBCCGEECIpiqMIIcqIGp8IIUqHMcb9HR8fj8GDB+PZs2dQU1NDfHw8wsLCYGFhUWi7gwcP4v79+yLdzBMSEpCWloZKlSqVqSyNGzeGpaUlAMDd3R1ZWVkwNTUFAHh4eOD58+cA8rquJyUlYe/evQCAzMxMWFlZlemYhBBCCCFlRXEUIUQZUeMTIUTphIaGwtHREQAwfPhw+Pn5Ye/evRAIBHB1dUV6errY7Rhj6N+/P+bPny+1smhpaXF/q6qqFnqcnZ3NHfuvv/6Cr6+v1I5NCCGEEFJaFEcRQpQR5XwihCiVgwcPYuXKlZgwYQIA4NOnT6hZsyYEAgEuXrwokntAX18fSUlJ3GN/f39s3boVkZGRAIDc3FzcunVLLuXu3LkzlixZgtTUVABAampqubqpE0IIIYSUFsVRhBBlRT2fCCEK16NHD26K4Hr16uHo0aNcl+/ffvsNI0eOxJw5c+Di4iLSFbxv374YMGAADhw4gFGjRmHIkCFYuHAhAgMDkZ2djczMTHTo0AHu7u4yP4dJkyYhIyMDnp6eEAgE3DIHBweZH5sQQgghFRfFUYQQPhAw4UHBhBBCCCGEEEIIIYRIEQ27I4QQQgghhBBCCCEyQ41PhBBCCCGEEEIIIURmqPGJEEIIIYQQQgghhMgMNT4RQgghhBBCCCGEEJmhxidCCCGEEEIIIYQQIjPU+EQIIYQQQgghhBBCZIYanwghhBBCCCGEEEKIzFDjEyGEEEIIIYQQQgiRGWp8IoQQQgghhBBCCCEyQ41PhBBCCCGEEEIIIURmqPGJEEIIIYQQQgghhMgMNT4RQgghhBBCCCGEEJmhxidCCCGEEEIIIYQQIjPU+EQIId+ZK1euwNnZGbm5uWXex8aNG2FhYSHFUuVJSUlBzZo18ezZM6nvmxBCCCGSadasGWbNmiXx+llZWejduzeMjIygq6uLpKQkODg4YNOmTRJt3759e8yZM6eMpZW/adOmoWXLlqXa5o8//oC5uTl0dXXx33//iV0nKysLTk5OuHnzZrnKJxAIcPr06XLtQ5wxY8aU6n1BSGlQ4xMhMhQYGIjOnTuLfW7y5MmoV6+efAtEymTZsmUwNTVFZmZmoeeOHz8OdXV1xMTEYOPGjVBRUYGuri50dXVRvXp1DB06FImJieUuQ2kag8aMGYNffvkFKirKd4nX0dHB+PHjMWHCBEUXhRBCSDlRnFNx7NmzB+fOnUNERASSk5NRuXJlhIeHo3///hJtf+zYMUyfPp17LI3Gk4MHD0JTUxOxsbGFnnv8+DEEAgFu3LiB8+fPQyAQcPGZmZkZevTogaioqHIdX1hMTAwmTpyIQ4cOITk5GR07dhS73sqVK1G7dm00bNhQaseWpunTp2Pp0qWIiYlRdFHId0j5fpkQ8h0ZMWIE/vvvP0RHR4ssz8zMxPr16zFixAiFlEtcI0pZ5OTklKt3jbRJ67wK6t+/P5KTk7Fv375Cz61cuRL+/v6oXr06AKBatWpITk5GcnIyLly4gAsXLmDcuHEyKZc4586dw/v379GpUye5HVNS+fXTr18/nD59mno/EUIIz1GcI1+yinMk8fLlS1hbW0NfX19hZSioY8eOMDU1xfr16ws9t2rVKri6usLT05NblpiYiOTkZNy9excxMTHo27ev1Mry+vVrMMbQoEGDItfJzc3FkiVLEBISIrXjSkv+e71q1arw9fXFihUrFF0k8h2ixidCZMjHxwfW1tZYs2aNyPI9e/YgNTUV/fv3x+7du+Hm5gZDQ0NUqVIF/v7+eP36Nbdufo+XZcuWwcLCAsbGxhg0aBCSk5O5dWJiYtC9e3eYmprC1NQUPXr0wNu3b7nnBwwYgO7du2PEiBEwMTFBQECA2PK2bNkSo0ePRlBQEPT09GBjY4PNmzdzz+ffOdqxYwfs7Oygra2N2NhYJCYmYsSIEahZsyaMjY3h5+eHV69ecdvt2rULDg4O0NfXR5UqVeDt7c09t3z5ctSuXRt6enowNTXFgAEDuOcK3hWLiIiAQCDAixcvRF6bv//+G1ZWVjA2NuZej+DgYFSvXh1Vq1ZFr169EBcXJ1GdiWNgYIBevXph5cqVIsujoqJw5MgRjBw5Uux2NjY28Pf3x+3btwEAISEhsLKygq6uLmrVqoWZM2eKBLVpaWmYNm0a7OzsoKenB2tra2zatAmXLl3C8OHD8fbtW+6u3b///iv2mHv37kWbNm2gqqrKLZs1axaaNWuGGTNmwNzcHPr6+pg4cSI+ffqEHj16oHLlyrCyssLBgwcL7a+4992MGTO4staoUQNjxoxBamoq93xR7ztDQ0N4eHhg//79Jb30hBBClBjFOXmUPc7Jzs7GxIkTYWZmBhMTE0yZMqXQOsXtc8CAAZg9ezauXbsGXV1dtG/fHgBgZWWFtWvXcvt4/Pgx/P39YWZmhsqVK6NRo0Zc76KWLVti2rRpAAAHBwcAQKdOnUT2V1qqqqoICQnBP//8IxJPpaamYvPmzUXGZ+bm5ujZsycXnwHAli1bYGtrCz09PQQFBRXqtZ6eno6pU6eidu3aMDQ0RPPmzXH37l0AwLp16+Dj4wMgL2bU1dUVe9w7d+7g7du3aNWqFbcsv87Xr1+P+vXrQ0dHB82aNUN0dDSWL1+OmjVrwsDAAMOGDUNOTo7I/h48eAAPDw/o6uqiYcOGuHXrFvfc+fPn0aRJExgbG8PQ0BCtW7fGvXv3RJ4X914HgHbt2om94UpIuTFCiEwtWrSIVatWjWVlZXHLvLy8WEhICGOMsWPHjrF79+6x7OxsFhcXxzp27MgaNWrErbthwwamqqrKBgwYwJKTk1l0dDRzd3dnQ4YMYYwxlp2dzVxcXFjPnj1ZYmIi+/TpE+vWrRtzc3Nj2dnZjDHG+vfvz9TU1Ni6detYZmYmS0lJEVvWFi1aMC0tLXbo0CGWlZXFjhw5wtTV1dnly5cZY4ydO3eOAWCdO3dmHz9+ZOnp6Sw7O5u1bNmSBQcHs/j4eJaens4mTpzI7O3tuWOpq6uzM2fOMMYYS0tL4/5+9uwZq1SpEnv48CFjjLEvX76wCxcucOUBwE6dOsU9fv36NQPAnj9/LvLaDB06lH358oWlpKSw9PR0VqdOHTZhwgSWnJzMvnz5wvr06cO8vb3LUYuM3b59mwFg4eHh3LLp06ezOnXqiNRV9erVucdPnz5ltra2bNCgQYwxxtasWcPev3/PcnNz2bVr15iRkRFbtWoVt37v3r2Zh4cHe/ToEcvNzWUxMTHs9u3bYvddFE9PT/bbb7+JLJs5cyZTU1NjS5cuZZmZmezmzZtMTU2Nubm5sYsXL7KcnBy2aNEiZmhoyL03SnrfMcbY5s2b2Zs3b1hubi4LCwtjtWvXZpMnT+aeL+59N2rUKNalS5cSz4cQQohyozhH+eOcefPmsZo1a7Lw8HCWnp7Opk2bxtTU1NjMmTMZY0yifc6cOZM1bdpUZL81a9Zka9asYYwx9v79e2ZsbMymTJnCkpKSWHZ2Nrt58yaLi4vjXvv//e9/RZ57Wb1//56pq6uzo0ePcsvWrVvHDAwMuPdBfr3mv0ejoqJYkyZNWOvWrRljjF25coWpqalx74tDhw4xLS0t1qJFC26f/fv3Z23atGFRUVEsKyuL/fXXX8zExIR9+vRJ7DHEWblyJatbt67Isvw69/HxYR8+fGBfvnxhTZs2ZXZ2dmzixIksPT2dPX/+nFWuXJlt27aN2w4Aq127NlenM2fOZFWqVGGJiYmMMcYuX77Mrly5wjIyMtjnz5/Z0KFDmaWlJcvIyBApb8H3OmOMhYaGMgDsy5cvZakSQopEjU+EyFhCQgKrVKkS27t3L2OMsbCwMAaA3bt3T+z6d+7cYQDY58+fGWN5gYeKigr3ZcIYY0ePHmXq6uosOzubXb16lQkEApaQkMA9//HjRyYQCNi1a9cYY3lfmMKBXlFatGjBgoKCRJZ1796dazzJ/6J68uQJ9/zt27eZurq6yBdUdnY209LSYpcuXWIpKSlMW1ubLV++nAtA8r169YppaWmxHTt2sKSkpELlkTQoEw4y9+7dy6pVq8Zyc3O5ZdHR0QwAi4qKKvE1KI6npycbM2YMY4yxrKwsZm5uzpYuXco9v2HDBiYQCFjlypWZgYEBs7a2ZiNGjBB7bowxNnbsWO71jouLYwBYaGio2HUlbXyytbVlK1euFFk2c+ZMZm1tLbLMxcWF+2HAWN57Rvh9WdL7TpzFixczV1dX7nFx77upU6eyVq1alXg+hBBClBvFOcof59jY2LA///xTpPwmJiZc45Mk+yyp8en3339nDg4OYo/PmOwanxhjrEePHqxTp07cY3d3dzZu3DjucX695sdnlpaWrE+fPiw6OpoxxtiQIUMKvS+CgoK4xqf8GEn4fcFY3uu6ZcsWkWMU1/g0b9485unpKbIsv84vXrzILVu6dCnT1tYWibc6duwock4AROo0JyeHmZmZsc2bN4s9dkJCAgPAHjx4IFLegufEWF6jKQD25s2bIs+FkLKgYXeEyJihoSF69OiBVatWAcgbg964cWM4OzsDAC5cuIA2bdpww6FatGgBACLJEw0NDVG5cmXuca1atZCVlYUPHz4gKioKRkZGMDQ05J7P72IbGRkpso0kCq5Xq1atQgkZhdd5/vw5srOzYWFhAQMDAxgYGHDdwqOioqCtrY3jx4/j9OnTqFOnDpycnLBs2TJuPzt27MCGDRtgaWkJDw8PbN++XaJy5qtatSq0tbVFyvPhwwcYGhpy5XFwcICmpqbI65EvMjKSG8pW3HA2IC+3xZYtW5CamoqDBw8iKSmpUKLNatWqITExEZ8+fcLLly+xYsUK6OvrgzGGefPmwcHBgSvb6tWruXrOH4JQp06dUp1/QUZGRkhKSiq03NzcXOSxjo6OyDIdHR0AwJcvX7hlxb3vAGD16tVwdXWFsbExKleujP/973+Fkn4W9b5LSkqCkZFRKc+OEEKIsqE4R7njHACIjo4WOSdVVVVYWlqWa58FvX79utwxTEHC8dn8+fOLXG/EiBE4evQooqKicPv2bdy+fRvDhw8vtN7Hjx/x6dMnvHnzBlu2bOHydRZ8fQDR90D+MEhPT0/u9TEwMEBMTEyhfGfFKSpGA1AoJjMxMRFJoaCjoyMSoxUso4qKCmrWrMm9lx88eIBOnTqhevXq0NfX59aVJE7LLyPFaUTa1BRdAEIqgpEjR8LT0xP379/Hli1bsHz5cgB5iSM7duyIGTNm4MCBA9DT08Pdu3fh6uoKxhi3/adPn5CUlMQFZhEREVBXV4epqSlq1KiBT58+4dOnT1xglpCQgE+fPokEFpLOfBYREVHoccFZ1oT3ZWZmBg0NDcTFxUFdXV3sPr28vODl5QXGGC5cuIB27dqhXr168PHxQUBAAAICApCdnY19+/ahZ8+ecHNzg52dHXR1dZGSksLtRzi/Q1HnZWZmhpo1a+Lly5cSna+lpaVIXoni9OjRAxMmTMD27duxfft29OrVCwYGBhJtu2PHDixduhTHjx+Hi4sLVFVV8cMPP3D5BqysrAAAz549g5ubW6HtJa0/Nzc3hIeHS7RuSYp73127dg2jR4/GyZMn0axZM6irq2PJkiVYtGiRROV++PBhmXM8EEIIUS4U5yhvnAMAFhYWIuedk5Mj0uBWln0WZGVlhUuXLkm8vkAgKHEdSeOzFi1aoG7duvjnn3/w7t07tG7dulQNYQVfH0D0fWJmZgYgr0FH+D1XWm5ubnj16hXS09OhpaVV5v3kEy5jbm4uIiMjufdyt27d0L59e2zevBmGhob49OkTjIyMRD53gPjPzcOHD1GnTp0ic1cRUlbU84kQOfDw8ICbmxuCgoKgoaGBbt26AcgLytLS0mBoaAg9PT28ffuWS8YoTCAQYMKECUhJScHbt28xc+ZM9O3bF6qqqmjYsCEcHR0xevRofP78GUlJSRg1ahRcXFzg4eFR6rIePXoUR44cQU5ODo4fP479+/dj4MCBRa7frFkzODo6YsSIEdzdlE+fPmHv3r1ITU3F+/fvsXv3biQmJkIgEMDAwAACgQBqamp4+vQpjh49iuTkZKipqXFBZ/6dHnd3d2zcuBHp6en48OEDfvnllxLLHxQUhKysLEyfPp27cxMbG4udO3eW+rUoSEtLCwMHDsS8efNw9uzZIhNZipOUlAQ1NTVUrVoVAoEA586dw9atW7nnTUxM0KtXL4waNQpPnz4FALx79w537twBkBf4fPz4EfHx8cUeJygoCGfOnCmUlLIsinvfJSUlQVVVFSYmJlBXV8edO3e4HxslSUxMxM2bN4ucnpsQQgi/UJyj3HFO//79sWjRIjx58gQZGRmYPXs2EhISyrXPgvr164fo6GhMnz4dX758QU5ODm7duoWPHz+KXd/MzIyLd6RhxIgRWLNmDXbs2FGq+AzIe30OHTrEvS+OHDmCo0ePcs/XrFkTnTt3xqhRo/DmzRsAeT3Fjx07hnfv3kl8HDc3N5ibm+PcuXOlKl9Rli1bhsePHyMzMxPz5s1DZmYm/P39AeTFnfr6+qhcuTISEhIwYcIEifd7/PhxBAYGSqWMhAijxidC5GTkyJF49eoVBg0aBE1NTQB53YnXrl2LuXPncrN95AdswszMzODk5AQ7Ozs4OjrC3t4eS5cuBZAXwPz333/IyMiAjY0NbG1tkZ2djUOHDol015XUoEGDsG7dOhgYGGDUqFFYtWoVvLy8ilxfVVUVp06dgra2Njw9PaGnpwdnZ2fs378fAoEAjDGsWrUK1tbW0NXVRdeuXTFv3jy0atWK+7LM7xI8YcIEbN68GbVr1wYA/P3333j//j2qVKkCHx8fiabE1dPTw7Vr1xAZGQknJyfo6+ujSZMmuHjxYqlfC3FGjBiBiIgINGzYEK6urhJvN2DAALRp0wZOTk6oUqUKVq1ahT59+oiss2bNGrRo0QLt27eHrq4umjZtyvViat26NQICAmBnZwcDAwNs27ZN7HHatGmDqlWr4vDhw2U/ya+Ke9/5+vpi+PDhaNmyJSpXroypU6cWGoJYlM2bN6NNmzaoW7duuctICCFEOVCco7xxzqRJkxAUFIQWLVrAwsICmZmZ8PT0LNc+CzI1NcXFixdx+/Zt1KpVC8bGxhgzZgzS09PFrv/rr79iwYIFMDAwQMeOHSU+TlH69euHlJQUGBgYcA0wkmrWrBn++ecf/PDDDzAwMMC6deswaNAgkXW2bdsGNzc3+Pj4QE9PD3Xq1MGaNWsK9SQqjoqKCsaNG4fVq1eXqnxFGTFiBPr27QsjIyMcOnQIR48e5Xrkr1+/Hrt374aenh4aNWokcW/zuLg4nDhxAqNGjZJKGQkRJmCl+cQQQuRu48aNmDZtWqnGlJdVy5Yt0axZM8ydO1fmxyKyc/nyZYwaNQp3796VeBiCvKSkpMDBwQEnTpyQem4IQggh/ENxDqlIsrKy0KBBA6xfvx4NGzZUdHEKGTt2LAwNDSXqhUdIaVHOJ0II+c40a9YM9+/fV3QxxNLR0SmUV4EQQgghpCJQV1dHWFiYootRpD///FPRRSDfMeW6JU4IIYQQQgghhBBCvis07I4QQgghhBBCCCGEyAz1fCKEEEIIIYQQQgghMkONT4QQQgghhBBCCCFEZipcwnFNTU2YmJgouhiEEEIIkbO4uDhkZGQouhi8RnEUIYQQUjGVN46qcI1PJiYmcpnKlRBCCCHKxcLCQtFF4D2KowghhJCKqbxxFA27I4QQQgghhBBCCCEyQ41PhBBCCCGEEEIIIURmqPGJEEJkIScHyMhUdCkIIYQQQghRGmlpaUhJSVF0MYgCVLicTyXJzc0FY0zRxSAyIBAIoKJC7a1ETm48BLKygRbuii4JIYTIDcVRRN4EAgH3jxCi/BYuXAgAmDlzpoJLQuSNGp++yszMRGRkJLKyshRdFCJD6urqsLS0hIaGhqKLQr53WdmKLgEhhMgNxVFEkQQCAQwMDFC1alW60UgIT+Tk5EBVVVXRxSByRI1PX0VGRkJPTw/GxsZ05+Q7xRhDfHw8IiMjYWNjo+jiEEIIId8NiqOIImVlZeHDhw948+YNatWqpejiEEIkkJ2dzTU+paSkIDQ0FE2bNoW6urqCS0ZkhRqfkNdFPCsrC8bGxlBTo5fke2ZsbIyEhATk5ubSnTFCCCFECiiOIoqmqqqK6tWr4/nz5xTjEcJD//33H548eQJVVVV4eXkpujhERujKDHC5CehO3fcvv44pHwUhhBAiHRRHEWVAMR4h/PXlyxcAecnIyfeLGp+UkJ+fH5YvX15oubOzM/bt26eAEhFCCCGE8APFUfLl7u6O8+fPl7je9evX4eTkhAYNGuDEiRPw8/PD06dPi91mxowZ+PfffwEA58+fx/Hjx6VRZEIIIQpAjU9KaPDgwdiwYYPIslu3buHdu3fo1KmTTI+dnV32JMm5ubnIzc2VYmkkU54yE0IIIeT7QnFU6cgrjtq0aROCg4Nx9+5dtG3bFkePHkWdOnWK3Wb27Nno3bs3AGp8IoQQvqPGJyXk7++PqKgoPHjwgFu2fv169OvXD/Hx8WjVqhXc3Nzg4OCA0aNHc4HKxo0b0bp1a/j7+6NevXpo3rw5IiIiAOTNJvDzzz/D0dERjo6OGDNmDDIzMwEAAwYMwKBBg9C8eXM4OjoWKs+sWbPQpUsXtG7dGnXr1kWnTp0QHx8v8lzbtm3h6OiId+/e4cSJE2jWrBnc3NzQsGFDnDt3DgDw/PlzNG3aFM7OznBycsK0adMAAIcPH0b9+vXh4uICR0dHHDx4EADQsmVLHDhwgCtH165dsXHjxiLLvGXLFnh6esLV1RXNmzfH/fv3pVQjhEgZY0DUeyAjU9ElIYSQ7w7FUbKNo65evcoda+DAgSKNV+/fv0f37t3RsGFDkTL+9ttv2LlzJ5YvXw4XFxckJibCysoK9+7dAwDExMSga9eucHJyQv369TF9+nSunEuXLsW9e/ewatUq/Pvvv3BxccHs2bMleCcQQpQZDdWueCgrpDhhz4G0DNnsu5Im4Ghb7Crq6uro27cv1q9fj6VLlyI9PR3bt2/H1atXYWBggMOHD0NXVxc5OTkICAjArl270LNnTwDAlStXcO/ePdjb22PhwoUICQnByZMn8c8//yA0NBS3b9+Gqqoq/P39sWTJEkyaNAkAcPv2bVy+fBl6enpiy3Tp0iU8ePAAZmZmGDlyJKZMmYJ//vkHAHDt2jXcvXsXpqamePXqFWbNmoUTJ05AX18fL168gJeXFyIiIrB8+XJ07NgRU6ZMAQAkJCQAAKZNm4bVq1ejcePGyM3NxefPnyV6KYXLfOXKFWzfvh0XL16EpqYmLl26hODgYISHh0u0L0LkKj4ReBUNxMYDbg6KLg0hhEjV9u3b8enTJ5ns29DQEL169Sp2HYqjZBdHZWZmokePHtiwYQO8vb1x8uRJrkELAPr374+pU6eiRYsWyM7ORseOHbF7925MnjwZT548gYuLC8aNG1eoLH369IGvry/27NkDAIiLixN53sXFBcOHD0diYiKWLl0q0flVZIwxfPnyBfr6+oouCiGEcKjxSUkNHjwYLVq0wMKFC7Fv3z7Y29vD3t4eqampmDRpEi5fvgzGGGJjY+Ho6MgFTU2aNIG9vT0AICQkBNOmTUNOTg5Onz6NAQMGQFNTEwAwdOhQ/P3331zQ1K1btyIDJgDo0KEDzMzMuP0GBQVxz/n5+cHU1BQAcPz4cbx48QLNmzfnnldRUUFkZCSaN2+On3/+GcnJyWjRogW8vb0BAG3atMEPP/yArl27wtfXFy4uLhK9RsJlPnjwIO7fvw9PT0/u+YSEBKSlpaFSpUoS7Y8QuUjLABK/fPubEEKI1FEcVbKyxFFPnjyBmpoad2xfX19YW1sDyJsq/cyZM/jw4QO3fnJycol5nZKTk3H58mWcOHGCW2ZiYiLRORDxrl27hlOnTqFnz54lDm0khBB5ocYncUromSQP9erVg42NDQ4fPoz169dj8ODBAIDFixcjNjYWN27cgJaWFsaPH4/09PRS779gN0ddXd0yby+8LWMMPj4+2LZtW6FtbG1t0aRJE5w6dQrLly/H0qVLcfToUSxevBjh4eE4d+4c+vfvj969e2PixIlQU1NDTk4Ot33B8yx43P79+2P+/PmlOg9C5O7mQ0WXgBBCZKqknknyQHGU/OKogrPMXb9+HVpaWqXeD5Gex48fAwAiIiKo8YkQJZaVlQUVFRWoqqoquihyQTmflNjgwYMxf/583Lx5Ez169AAAfPr0CWZmZtDS0sL79++xe/dukW2uXbuGJ0+eAADWrl2LVq1aQVVVFd7e3ti8eTMyMzORnZ2NtWvXwtfXV+KyHD16lLuTtXbtWu6OV0Ft27bF6dOnRfIs3Lx5E0BergJTU1P069cPCxcuxPXr1wHk3UXLz7swYsQIbrmNjQ1u3LgBAHj9+jUuX75cZPn8/f2xdetWREZGAshL2nnr1i2Jz48QQgj5nm3YsAECgYDLARQbG4t27drB1tYWjo6OuHjxomILKAMUR0k/jqpbty6ys7O5PFSnT5/Gy5cvAeQ1ZrVq1Qq//fYbt/7bt28RHR1d7Gujq6uL5s2bY9GiRdyygsPuAEBfXx9JSUnF7osQwm/5jdgVxfz587Fs2TJFF0NuqOeTEuvRowfGjRuHHj16cHen8rtVOzg4oFq1aoWClyZNmmDSpEl48eIFjI2NsXnzZgB5XbxfvnwJV1dXAHlJKMWNuS+Kl5cXgoODERMTA1tbW5Hx/cJsbGywbds2DBs2DKmpqcjMzESDBg2wbds27NmzB1u3boWGhgZyc3OxatUqAMDUqVPx9OlTaGhoQFtbGytXrgQATJw4ET169ICTkxMcHBxEuoKLK9/ChQsRGBiI7OxsZGZmokOHDnB3d5f4HAmRmgr2xUkIUW4RERFYs2YNGjVqxC2bPHkyGjVqhOPHjyM0NBSBgYF4/fo11NXVFVhS6aI4SvpxlIaGBnbu3ImRI0ciJycHHh4ecHZ25p7/999/MX78eDg6OkIgEEBHRwerV6+GhYVFsa/Pli1bMGbMGDg4OEBdXR0BAQH45ZdfRNYJDAzEli1b4OLigqCgIMyYMaPYfRJCCB98+fJF0UWQGwGrYM2LFhYWhe7A5OTk4Nmz/7N33vFNld8f/6QTSimlBVqgQFll771FhkxBcKCCAiKiOMGB/PSLshRFUFEQRYYgCMqWIYjsWVahpZSWUuike680Ob8/LrlN0qRN2yQ3Nz3v16uvJneeJ88d5znPGXcQEBAga5e3jRs3Ys+ePTqVTczBZ599ZjcJHu2lrxkbhwg4dUX4PEjPAHpSaybZ0RHo38V6cjFMFceQDmDvqNVqDB8+HMuWLcPcuXPx7rvvYvz48XB3d0dERISYh6hnz55YunSpUY8cDaxHlR970qNsGXu5Ds3BunXrEBsbi969e+OJJ56QWhyG0UFjWP7444/h4uICoPia7dOnT7m8SuWO5rdYsGCBxJKYRmX1KA67YxiGYRiGsVNWrFiBfv36oVu3buKylJQUKJVK0fAEAP7+/mLIFWO/qNVqqUVgGIZhqigcdmdHTJ06FVOnTjX7cT/77DOzH5NhUFAIJKYCfj6AXuJWcb2Ls+F1tk7VcigtP9m5QFYOUJ+rGTGMJQkODsbOnTsrlc9pxYoVWLFihfg9OzvbHKLZJPauR+Xl5SEtLQ21a9fmSsB2jn5CfHsiPT0dSqWSKyLaKVUsKKvKwcYnhmGsDxFwNRQoVAKuLkA9L931mdnAtduCYap5I2lkZMrm5GWguivQs0P59rtyS/hf1wtwqtqhEQxjSU6fPo2oqCi0bClU8U1ISMDMmTPx+eefw8nJCQkJCaL3U1RUFBo3blziGHPmzMGcOXPE72Xl7mFsl7y8PPE/G5/sG3sewGuSM3fq1Anjx4+XVhjGbGiKDNjztctw2B0A+54dYAwj2z4nEryFlEqpJakcYVGC4QkAlEUl12fmCP8TU60mklmpSi/OvIKK71uVfid7gPtLdrz++uuIj49HVFQUoqKi0Lt3b/z88894/fXX8cwzz4gJqwMDAxEbG4tBgwZV6DyyfacydoVm0MrXYzH2/FsEBQVJLUKluXv3LnJzc6UWwyYoLCwEAERHR0ssCWNJ2PgE4cGsUCiglPuAnikTpVIp9rcsSc8CQiOB4AipJakcD1OklsCymDpIl+llaDbk3v6iIsFAaqi/s3OBiGj7MdjcixWS6Bfye9JeWLZsGc6dO4eWLVti6tSp2LJlS4Ur3bEexdgC+fn5cHR0hIMDD28Y2yc1NRVbtmwxWvmyqlJUZGBSmrEbOOwOgtLk6emJhw8fomHDhvI1TDClQkR4+PAhPD095dvHGsVe4xnE2CZ2Ym+oMCqVYKzw8wGquZayoUzvQw23o4CUdEDRTAgh1EYTWljHE/CsaWXBLMCDeOF/di7gVUtaWZgKc+LECfGzj48Pjhw5Ypbjsh4lD9RqNdRqNQoLC5GbmwtX19Kez/KBiJCfn4/Y2FjUq1dPanFsgoICwSs5NVWmHuRVgJwcQZfXhJsxTFWAjU+PqFevHu7fv4/w8HCpRWFKQ60WElBXULGtVq0aKyaMFaji1qfYROEvOxfo3Nr4dnIdn2blAGmZQPYjI3BBofFt7cXziWHKgPUo2yczM1On2p2np6d0wpgZR0dH1KtXD7Vr15ZaFJsgOTkZABAWFiaxJIwxOLcREBMTg5ycHHToUM7coTLgwIEDaNCgAbp06SK1KDYFG58e4eDggKZNm0KtVvPDwFZJzxLCzep5AQFNyr27QqGwA1dsuY7WS8MO7zc7bFK5KFLp/rc3roZKLQHD2BysR9k+X3zxhc73jz/+WCJJzIt96HcMU/XYvHkzANil8eny5csAwMYnPdj4pIesXl55+cCd+0Ar/zJCW+yE/EfeBWmZgCNXyLIbsvMMLJT5wKWqD7w07c/JA+KTAN86RrwV7dGYaifcihTCfDu10l1exS9tpmxkpUdVMVQq3QkBR9alGIZhGCvCGoKciYgWvIHuxUotCWNObt8TqsFVFUoLWbJ37NVIpd2sO/eBu0Yql9iL7UnT3tw8wTtTu4KjXNuYlCq8XxiGYRiGMTvsIcpoU1USrbPxSc7IdVBTEZLTgIgHUkthHR6mAAnJhtflV6Ksva3iWrHqSjaNqQqFSl32NrJEr/3Gqhvm5AH34+RvhIt/lCz0yi0hAfmVEK2V9vaglnlfMQzDMIyNExkZiT179rCBqgqRmZkptQhWgY1PssbeBjWloO05UZWr6Nijl5A9vlftsU3lIV/vOlUb+UGuhgJRcYIRytbJLzBuJMt7ZBTWtLPAjsvNB0dILQHDWJXCQjt87zIMIzmGDEupqanIy8vD5s2bERQUhNhYjm5h7AvO+WQPGBu4aR5qdmGssYc2mIE4OyzHqrlOVSrAwcFOrtcqbn1KSS/f9mob9wDLyQMuhwA+3kDrplJLY3l4ppVhAADXrl3Dvn37MHnyZDRv3lxqcRiGsXNWrVoFJ6fi4XlgYCD8/PwklMj6sLeXfcOeT/aAxvgUGQNk5hQvP3sdOB8kiUhmR6nlSaBWlzS4qdT2GZJWFUhMBQqVwJlrwMWbwjK5v3fkLr+5KUuRsOXfS6Uu9vYxFj7IMIxdcv36dQBcrt7euHXrFk6cOCG1GAbJz8/HzZs3eQAOICoqCg8eVJGUG1po5/5hz0v7pqqE2mnDxid7oVAJRCcA17RKgKtUuolv5Yx2bpwileCFoAmDSckQcqxcvGnHOXQMoFIDIXeBrJyyt7UVsnKAk5dLLo+KE/7bS1ihttJorwqkoXYVqYTnkD0Rl1g1DNuFyuI+tddrlmEYBsCff/6JkydPSi2GQfbt24ddu3YhODhYalEkZ9OmTdiwYYPUYlgMNjAySqUdp2kwgk0bn/Lz8zF+/HgEBASgU6dOGDZsGCIihBnoxMREjBgxAi1btkT79u1x6tQpiaWVgPKGtsgJZREQ87D0cJz8QsHwFBxenHOF7Mj4pFcSuQRJqUIi9ht3rCOPOTAUNljPy776Dai6g/eoOMEDU58yfw8b/r2KyrgPNRgz9MshilSpFLxkNR5eVfX6ZRiGkZi4OGEyrip6RFQ1TDE+KewiFUX5SEpKQkKCvCcy2bBoHJs2PgHAzJkzERYWhqCgIIwbNw4zZswAAMybNw+9e/dGeHg4NmzYgBdeeKFKWg9NolCGv8udKCHJeLyRqm8AUFQE5OfrLpND4mJTOXPNtO2MJXOWE9pNKFQWGx21vTHkirYBtSyDolzR9FFBFfAQMkb4faklqDiaBOmpGcJ//VvOXjxoGYZhGMZGMMWwZC9GDO1QQlPYt28fYmJiEBRk++ljioqKcPjwYaSlpYnLNEZkpiQ2bXyqVq0aRo0aJd6cvXv3RlRUFABgx44dmDVrFgCgR48eaNCggc260ErO7XtSS1B+ktOF/6WFu+Tmo4RbgX6VLXshLVPeg9uy0H65ng8CsnOLv+fml9ze1jGmLKRlWVcOS3A/HojSq75iigE0ww7aDhjv26Q0w8vlEBarrQCH3EUJ69ODeN3v0QnyNwozDMPYESqVCpGRkVDbegEPpspx6dIlLFmypNyV+3799Vfs2bPHMkKZkevXr+PixYvYsWOHuExlr5PNZsCmjU/6fPfddxg3bhxSUlKgVCrh6+srrvP396+SSelEShsI5MnYGyEx1fg6Q222xwFRTp4QWqcfshYWJfy3B0VDv5+1PS3k2KfGRE42YqCQE1GxggFKp19I559BMrKF/3GJlpLMNklKl1qC8pGcBhRpPVPU6pJ9FhkDPJC3SzzDMIwtUlFPlxMnTmDz5s24cuWKmSVipMQewu4uXboEAGLqHHtDkxQ+Nze3jC0ZQEbGp6VLlyIiIgJffPFFufZbsWIF/Pz8xL/s7GwLSSgxF24YXydn44RjKZdoobJkPhUZ2inKRN/LxN4wdH06yObRZAStC9EOFIcyMeW+IwhGxXADkwRyuW9L68ta7kb2sYwoZkXfOytJyxgc89CwZ5uhyn9FRUCmnb5jGYZhrEh5jQ4arxK558phGMa+kcUIb/ny5di1axcOHToENzc3eHt7w8nJSecBGxUVhcaNG5fYd86cOYiJiRH/3N2NDBBsnYLC8nmAxGrNVBcqhUGBnHB0FP7X8za+TVwSEBGtu+y+zGNsDRliTE14LAcSDOTw0oRYauPsZHFRLIqxe1XOhuDS0LS3tPZFxRr/XbJzi/MN2TKlPYONtl0O1ic9tD2djIU+5z0KhyUqbvv1MODabfupWskwDCMTyvKYCgoKQnh4uJWkYRjGFOzBs6282LzxacWKFdi2bRuOHj0KT09PcfkzzzyDn376CQAQGBiI2NhYDBo0SCIpLUxevuDZVJ7cTRF63gUFMks67vLI+FDee1Jug56IB8DJy8LgLSUdOH215Db2arAoDTmG2mljICINAKCyo740Z9jr3WjgpsyV4iwj7tZyqOSor/zoGLyNPIQ9awr/T10pfm5pCj5wgnKGYZgKUdkE08YGs3v27MHWrVsrdWxbIF+/0JCM4bxAjPb9bi/J5cvCpt0LYmJiMHfuXDRr1gyDBw8GALi6uuLixYtYtmwZpkyZgpYtW8LFxQVbtmyBs7OzxBJbiCu3hP+JqUCbZtLKYi3kZkSqKBoPtZAIINVIWd1MGSQsNjfGkjfLBmPWJwMvloJCwNXF0gKZH+3k/poXJhsdSiIHXUJ/sGJqGKU22kbyKqJAMYycqCoDG3uhKnpEmIIcElCbSmBgoNQiMIzVsWnjk5+fn9GXpY+PD44cOWJliSTCkLdEeZWIvHygRnXzyGMNNDlG5FjprCLkyjgpvKW5Hwe0ayG1FOXD2O1paHlegTyNT9rPIM1njeeLPXMrsnzby2H8UGKQUwHrk+wNxgxj32hXYmLsD40XzZUrVzBmzBiJpbEcYWFhUotgNtLT06UWgbEx/vrrL3Tu3BktWshs3FMObD7sjjGCoTw5pRFy1yJiWJyq4pJqLK8KI1zrD1NKhpLaMhWdYc7MlqfBtSrNqJe3YqEcZq/1ZTQ14X+wVuUa7bDwKnQ5MIxcuH37ttQiMBaEK20xtgp7XRpH28Px/v37CAkJwe+//y6hRJaHjU9yRKUq3ShjTyFrhRzGI0vyC4AbdwSvHnNw+55uEn1bRyfSjoqTMxvycAq7V1wh7NptIDDY4uKZBe1KlHatWFSybS4y8GrTt4+Z4iVLJOSpM7yykgIxjG1QJLdiLVWMzMxMJCUlSS2GWdEM1DnsjmGqFnFxMi+aZSJsfJIjZ64BYVHG16cZyR2kz61IIdm1LaNfApwxTEGhkDfKVjyoImOE6/BejNSSSEOwVvLss9eBS8HCPVujWslt8wsFo5Pc0A4HNpetwR49HeUwftAf5NjTBAbDVBAiqjKDAbmycuVKrF69WmoxLEpKSgqysrJKLE9KSsKJEydEYxV7lzC2iimG1JSUFCtIIi3p6elVop1lwcYne8TY+0fjXaEhKdXiojAGUKmA+CTzDrTvxwnhaeE2EpqmST5coASiE+zcM0YPY94gCcnA3VKMcXJL1q1t5DZX/5rLU86cVLZpcrj0s/XCNbT7Id6IV0FphRDk0GaGKQOuRMVIgb4R6YcffsCKFStKbPfrr7/i5MmTiI6OtpZoNgkb3Wwf/T4yZEz94YcfrCWOZHz33XdVop1lwcYneyTXSNLfa7dt3wiQmQ3ou7krldLIYimi4oA794EH8eY7Znyy8N9W+leTMD4zW/CCSs2wfS+7inA3umSYXGleiaVx7nplpbEucVphkGobue5skUKlEDKquTejE4QKprZyrwKme8syTBWloKAAISEhPNBlrIYxb5GMjAysW7cOBQXCJEFVDw2193vSnsIvNW0pb6J1tdpA4S07xN6vZQ1sfLJHYh4aX3fqimD4sEWycwUDWZBeJYu0khZyWaPxKsi3QGiLLRjqQiJKDmbtNXdXzEPLJAiXw4tW+/o11wvzyq2KG+/MiTkVgIwsIVm+JlF5ZIzwrLMlg52+cutVq5IHtKG2MYwZuHHjBv766y+Eh4eXvTHDVALNAFSlUhn0vjt79ixiY2ON7scwtkpFr9GYGHmn8MjLy8OFCxfK3O7q1atWkEZ62PhUFTEWRiE1mnxF2XqeW+b0ELIJHj18Ey0Q9qi0gTABg5UYLaQUFSqFgb3UIWtFRcUGC3PIcuVW5Y9hTYiEsEJzkJAs7T2fnSsY6Q21x8mx4sctbVJAavSNT6kZlTsej4EYOyUzk70EGcuiqVp39OhRLF68uELHOHLkiDlFsmm0PYNUKhU2bdqEW7dkpkPZOZX13pK7YXXv3r34559/pBbDZmDjE2P7yPyho8Od+0BKJQd2csRSXXg3Wghpui9xUtiz14WKfBrvlspiCW8qS0JkmseSqffyvZKzulZDk7PLkAGsqBLG3dJyJEmNud36c/KAyyFV81nH2A1yH/AwVQPNwF77ej1//rxU4lgd7XYnJiYiKioKf/75p4QSMfpokmxrjIL29mwtqz1hYWFG11WVkEJt2PjE2D5yG4iXhq16nVmaDDOFTt6LFbxSNA9rjTGgMkYBc5GYCoTclVoKabAXRSIzW8jJJgVS/oYuTuY9XnauYIAK5hAlhpEKlUqF7OzssjdkZIU95QBiqhaJiYllbyRjKnJv3rhxwwKS2DZsfKqqaId82cvAUYMmBCivQEjuq5KxVdle+sZcIYYP4oXfxBaMTUwx9nKd3r5nxZNp/WYhEdImnPf2NO/xzBWCyTBMhdmyZQu++eYb5OfnIy5OYu9gK5KQkGCwmpa9oO9lYcqA154rN6anp+PmzZtSi1Eh7M0DqKpiyPvQVPLz7cjBwkTY+FRVCY2UWoKSmOsZnJAshABduikk94214VwrZXHqSjl34BeZ3aIsEgwUlsgVVllMfeHq53NjBJLT2aDKMDYAESE8PFysJCZnoqKiAAg5hPbu3SutMFZk7dq1WLFihdRi2BRKWyhGYyFWrVqFXbt2IS0tjb3CbITc3Fz88ccfSE6u+ESUPfdlUlIVjYJ5BBufGNuqumQO9POMFNrvS7cEdvywrtIQCQZjZZG0hmNjs6emGp9Ixl6I5sbQTyaVl2ZBFXpGMkwp3L17F1u3bsXu3bvFPCXayGVApF3KXKFQGGxLVUWungaagbyxazAnx4bzCloBORqM9Y0QmmTz2hARMjLklT/x/PnzCAsLw549ewyuN8VDSE5eYeWVVe7V+yoLG58Y+xsQahIGV0XyC6WWwDrIQ/83H2mZwp/UxBmZrXFxNm1/W8/fZuj+sdiMsQFlpUiiqo3h96U5L8PYGBqjzYMHDwyWs5cLRXrPEnsMu6ro4FSuCX5DQ0MNLtcYo+zZu8kUFAqFrAwWhjCUEyk0NBTffvstgoKCJJCoYmjuMbn3R3kpz+TE4cOH8ccff1hQGtuFjU+2jv5L0hJePPb+cLD39ulTFdqr7yFi723OkTBc7dQV4OTlR7m2jBhH5FDFrizyCwy3I4E9BhimqpGfn1/lB/O2SlZWFgoLC3H69GmpRbEqcvG6qwh37tzBsmXLkJlZuUk2ueR+SkxMRF5eSb2uNGPN3bv2U9BGjl5q5ubixYulVsGzZ8xc4oYxO/rGJ0vMUNtb2J0+8cmCx0bvjoCri9TSWB6VGnBylObc1vI6uxoKBDQp9gZKtQGvIHNzPw6oUxuoUV1aOTTKUGY2EGOkUsl1O3iBXjSgtFrSqGno0FI8ivMs7I2WniWEa5o7qTnDWBAiwj///CO1GBYnMzMTHh4eAIADBw4gNzcXzzzzjMRSlc6KFSvg6uoKb2/vUrc7f/48+vTpYyWpLI89eq9p+Pvvv5Gfn49bt26hd+/eFT6OdriprZKWloY1a9ZILYaknD9/vsxt4uPjrSAJIwXs+WSrJCQLgz395MLJ6eY/l614jVgq/E/Tvlj7LvEpcvaadHmuIq0Ux6wsAkLuArXche+e7tY5LyBcT0olEGPhRPZRccCVW5Y9R3koUpU0hts7WRbMoWHwuSvBs9jS+Z6CwoDgCMueg2EYozx8aPxdVVhYHGp8+fJl3LplQ++cUtD3nDh16lSJbY4cOVKphMe2Rmqq4WIjpnhE/fnnn+YWx6yYIzxLLp5hmkIAVRW1Ws2eT1UcNj7ZKmFRwLXbQPgDy5/LVoxP9y1s5c7Ituzx9ckvlO63zSqZtNAqWLu5jo88vBys9ChTq4UwtHNBwN1oy5+PCHgQL53RR9tga+1k2PkFFsy3ZCKW9Ao19GxQWjnnU0aW9QzGDGOjPHjwANevX5dajAqTmJhYIseTNvfv22dON22DxfHjxw1uY8jDQq5eJ5UxrkRG2mCFazOjUqlkY4Cqyuzfv19qERiJYeMTYzthd5ZORlyjmmWPr01KOnDxBvAgwXrn1EYyg6KVz5tfYN3TFkng9n4vVvCCkoIILeO3tavsXbwpGPnsFUP3aJyFvDOJDBswr4dZ1ruLYWTAhg0bsHfvXpO2NVSNSkqSkpKwZs0am/dssRZxccbflRpjVXZ2dollcoYNLgLXrl2TWoRKYw/XI1B6O27cuKHjcVnZ48kduRZAqAxsfGJsx/PJ0uiHMFoSjZdVcpr1zqmDRH1q7dNqEnHbQiU4a2JtL76qirmfjTfuFH82ZMi01ERAYAhw+qpljm0qVeU9w9gcsbGx2L9/P3Jzc0sdxPz+++84c+ZMqccKDQ21qdw7mlCsO3fulLGlYX7++WccPXrUnCJZFG2vCUNGF0NJnAGh3xYuXFjCOLVw4cIS5e5tFTnkM6oo5jCg5efbeDVdO6aoqMhoWKg+RISUFC7kouHKlStSi2B12Phki1jbYJFgPzHxpWLNsKFoiTyeNORLFU8t0QDTWoMBWxlAX78ttQT2T16BrrHIHGgbSQ3lQbKUEdXSScVNIcmKxn9GJD8/H+PHj0dAQAA6deqEYcOGISJCuPYSExMxYsQItGzZEu3btzeYN8ceWLduHa5evYqvv/66VA+niIgIZGRklHqs+Ph4nDt3ztwiSoZSqZRVe65eLTail8cbQtNGQ9XQLl++XHnBrICXl5fUItg0CoVCNjnL7I3Nmzdj1apVOl6F5oS9++wLNj7ZIiFWLqdZVRJxVyXuVrE8LtYyClk6NNQWKFIBgcFAaumDMMYIplbULDDgdq4sAu5EmVUcm0GqPHQMZs6cibCwMAQFBWHcuHGYMWMGAGDevHno3bs3wsPDsWHDBrzwwgtQSp1nzcIEBVU+lFdu5bHLG7IilxAXU6phmTJovXTpkjnEkQxzDMxtPfQnMzPTrpLHV4TSCgdIzYMHQooGSxmf5PJMYkyDjU+2Ql4BkJJhO54V1iIqFngogftlYirPxFsCayeltja2dH9mW2gwf/WWYGS7GW6Z49s7bZpVbv94G1aw2zav+L4JyUC4fSY+tmWqVauGUaNGiQPU3r17i9WWduzYgVmzZgEAevTogQYNGuDkyZNSiSobYmNjpRbB7OzatUv8nJMj3zxw+rJrQoHKGrxmZGRAqVTiu+++M4uB0hIY65fKhoHu2rULixYtsukB/sqVK/Hjjz/aXM41ayKnUDVNP9lSiLIlUCqVJcI98/LyygzllVNfWgI2PtkKl24CweHSJRaWArVaqHB3+571zx0aCdyyQgJlSxkITEGlEiomWiqUxxaqdVkbWyoZH2OBWbCkNMEQLjeS06yb0600nBxN3zY2UShOIBdcnSu+b5EKiJNHbhV75rvvvsO4ceOQkpICpVIJX19fcZ2/v784g81ULQyFo8mR3bt363y/d09XvzQ2GP7tt98QGxuL9PR07Nmzx1LiiSiVSly6dKlceYo0eb30PZ0qGzao6XtrGgqSk5MRHV3+isHbtm0zus4eQrMSEoyn7FCpVEhMlEekisaAa8hbqyJGTls1+C9duhTLli3TWfbdd99h9erVpe539uxZS4pl87DxyRYo1HJzz8iSRoaM7OKqRyq1YJixdJiEFJXD9Dl52ToGorAo4EHZLuJm5W4MkJlt/rw1gGCgOHXFctW5bBVbmhm0hMegrRhwTEG7L0LuWr8anzmIeGBbBs2ysAPlviqzdOlSRERE4IsvvijXfitWrICfn5/4Z6nQCimwZW8PpvzUrl271PXGjKumJks2F+fPn8ehQ4dw5MiRSh8rLU2qwjYV58cff8T69esRGBhYrnswJsZ4SonQ0FBziGZxjLU3JyenzOT///33nyVEMhuWMgDaeqizdrh6QYEMJ3CtDBufbAGdQZNEyv3128DVRw/upEchaTfNZLQgMpzfxFZyyph7Nt6Q909CMnDPypb7eAt6GWi8qazdJnuhQ0upJbAe3dtVbv/8gpKG8OR0wfiZaT+DYINk5QoG8iT5DS4Y22L58uXYtWsXDh06BDc3N3h7e8PJyUlnpj0qKgqNGzcuse+cOXMQExMj/rm7u1tTdItSlcN4jCFXD5KrV68aNMTcvHlT9JywFWOjJrG9PVewM4a2987Bgwdx967hPLfl9Q4pLDQwzpARpjyLbN0IU1Ux5MFoK88aW4SNT7ZAlo3F12tuGHOV/Y5OAC7cEAaM2oRFFX8ulDDJaY6ZlU/9hK22kMDVHIaolPTisFDN8WzBe80UVGohkbOhhOH8gijGnGOOFo2Bds2BGtUrd5yLN4U8VNrEPBowS5EvzhrkFwA5ecCtR0r5LSNFKNIyyxcmqX2tVyREVqaD0qrOihUrsG3bNhw9ehSenp7i8meeeQY//fQTACAwMBCxsbEYNGiQRFJWnuTkZOzZs6dKzTxnZZXtLW/LiYpL49q1awgODjZ5+/379xtcrp3PqrSwJSmMblIMULUrBkqBfihkXl6ewe3+/fdfa4hjdeRq3GWMw31aPtj4ZAs4auUIkSrsThvNy9Bc95LGOyY+SchDZIjzEiZ4zDSz8U/fkGYLSbjvmCHRb3AEcP+R8UnKXFalcSfKsEEiIVlI5Byop8jmFwoeNNZO8uzsZN3zmYJabdhDsaI0rAfUKT0EosJoDOO2+MI3x2Di4k3gckjp/UEkhNReKiNXS5GWkenUFaGfAeDc9UqLydg+MTExmDt3LtLT0zF48GB07twZvXr1AgAsW7YM586dQ8uWLTF16lRs2bIFzs6VyOslMdu3b0dQUBC+/PJLFBYW2t3Mc3h4OLZv365TmezAgQMGt9WuDBYXJ89covv27cPOnTulFsOmMHRNl3fgu3//frsKnbVFwsPDbT5EzhKcOXNGahFsBnt7/5gTGxwBVUGk9PoxhOZ+MffALjVDGFT17Wze41oalRrIywfc3UzbXt8TwRYHyJXBlh+o8Y+MTD7eusvTjRh10x6Fft6NBurXsaxsGto0A2rWsM65ysP1MPN5YQ7oap7jGINs2Phkayj1DP7KIsDVpWLH4t9bdvj5+RlVgn18fMySc8YWOHfunI7B5YsvvkCbNm3w7LPPSiiVedm6dSsAwXtHO1G8IUJCQsTPch8EERGuXLmCli2tF66elpZWZv4oc1DeULHw8HCzhIpKWYVM7tejKWju1ccff7zEOntuf3BwMJ544gmzH9fWf7MLFy6UWKY9ScDowsYne8LBoXhWuzJEPwppURYJHi6mGl1MQY7V0EIihPCWHu0Bt2plbx+plweJy4tbh9KSZau1FK2CQsDFWRhIi4ZWi0qmSz0vK56sHJgz/NfBwk61tmx8yrdS3gl9ZSwlAygsBOrX1V3uoPcb5RVU3PhkrlBshjEzhhL1GktAfPXqVVy7dg29evVC06ZNLS2a5ChtIfS/EkRHR+PAgQMW98qLiCgu/hATE2NR45MmFLK8XmmFhYV2U5nQHgkKCkL9+vXF70RksmdaWRXS5IJ+GKV+mGVFKc9vaQtwPkHjcNid3GnlX/zZHKE86Vm6oR5XbhnftqqgSa6db2IeiSI9A1uKjSRWN4ZKZTwfkiFsdQaitGpn2iJfuFFsqLJlIwZjnJxHyo1+HrnyUKgUjPVEgmejuTDnjLL2danfVn1DfnC44fBa/Wu7MtX1eCaPsQP279+PmJgYuw3pysrKsnlPgfKgMdBY2ohmzZAhTcJxcyCnAXlZyPm6zczMxJ49e7BmzZpStzNWcbGy2ErCdX05Tp8+XeljxsTEYOHChZJ67JmC9r1or+8Xc2Dzxqe3334b/v7+UCgUuH79urg8PDwcffv2RUBAAHr06KHjYlylcNLKF2WOF1CQzCopDOgKtDZx5tLJwo5+yWklvR4q6mFgTRJShFA1Y0mNgbIH51k5tjUwTU4TcuZoXlT6Co1UlRatFdpXXkw1PNoaFTUaFRQKeeYu3BD+XzI9qW2ZmHMgoH1PhUQUfy9SCbJXBJWq4h6o+l5U+nQMMO04aZmmG/MZxoIYqlJk62RkZBitEBYSEoIVK1bYlU78zz//SC2CTRMdHY3IyFIm30xEKsOPvRQIyMkxzXs8KMj8OW4TExPxxRdf4Pjx42Y/dnmx5HVk689rc7fdXkP3bN749PTTT+PMmTNo0qSJzvLXXnsNM2fOxJ07d/DRRx9h6tSp0ghoS2iPC+p5AU0bSiaK1XBwAKq7mratr3fZ21SUgkIg5G7J5L9ymMXRGGhKq1ynPTjXb1NSGnA1FLhdAddaRws9gkLuCt4xGY+SahrrhtI8nyIeCEYsc2JJA2hmjq7XXV6BUJ3QlGtQPxG7NRjYDahbjrCGyia5V6uF/lSrgWuPwnGUReYNBa5VE6jjab7j6RP7qFJTeTwADNmLNKHV+pRlLC/LsFbbo2x5ilRCovSLHDrCSI85ZuWtzR9//IEtW7YY9AIwZpRi7ANjnh+bN2+u9LG1ww6tiTWNXnfu3EF0dLTVzmctNG26ePGixJKUrCiZmlpKSgw7w5wejefPn8eiRYuQlmbmcYgNYPPGp4EDB8LPz09nWWJiIi5fvozJkycDACZOnIjo6GjJHpySov3M1h4YVHcFGtcvsbkk6Od/iU2smFFmQFegfYuSy7WrBZZGzEPBSGIJNNZp/XbJwfhUXvQH6xqPqaSKPCAt7C6u+f3L2y9EwnUaYkZFvpGv7j1pSv4wUykoFAwqQXeKl928I1QnTEkvfd8QiZ6bCkX57g/9RP7lJTpB6M/78UCBhcI3PN0tm+9Kc++V57FiaFtjuZvKCt02h1eXdii3PT4fGZvi8OHDpa63hBeCtbDGoD0nJwcJCUaM1XaMNQ0i5fFuOHTokMXksJZXiaHfNitLKApz/vx5i55727ZtWL9+vUXPoY21vclsIWxx//79Ot/NaZCxhfZZi2PHjgEAoqKipBXEAti88ckQ0dHRqF+/PpweeREoFAo0btzYYnG0ZoNI8DCIslDZW20jjDnvT6LKDRL0X6wRD4RQr/JiLKG6WzXB48AUzJFUmQg4ew24F1O8THtQZon4+7LCXSpKdAJwL7bs7XRkMeNjo31z8x3LEJrLVt9gpm+UMuXnLc0zzBSa+RkPkzU1dNQYmoqZ2t5BGmONMS8XQGh/ZfImmYoxQ5uphmNAMHIaq1poCjmPFOucvNK3qxSP+rSVv+khaBU4fKUf8Pp56QCgrQn3ooND5a9V7XC7B/GVOxbDlIEteAJYk5SUCuhWBsjKysJvv/2G5cuXY+3atSWSCNs7ls4vpZ0bZtGiRSafz15C1IyhMULZI0SEzMxMsx1LG3vK+8UIaLwc7bFvZWl8Kg8rVqyAn5+f+JednS2tQLn5gjcCYJ5ZX21DgLZXRY3qlT+2hlNXhD9zUt4Xu++jXDkqA8YnhQLoVI6BXnliaA0ZClUqwRDxQGtQr/1wqKYVumKukB5tTwXXSlZ8yS8Ach8pkpExpW9riPNmmin2bwB4mhCmUyke/W4ueh4dWfohXCY83Msbe11Wfift+9/bs3zHLo37cbphdJmlGFwjrOR+3qO94eX6YZc1a5R+nMp4aZnz/V1WeJpvHdNC0MqL5jlTnleHofxmDw0MUN2q6f5GzRuV3Ka6K+BjxvBl7ecrkRCKV5qxlGFsBFtI7mvII8lck7BnzpzRqVJlj6FKpWHtAd+5c+esej7GvOTl5ZXqOZaSkoKFCxdi5cqVlT5XZGQkFi5ciKtXr1b6WOZA7tU0GesjS+NTo0aNEB8fj6JHs7dEhAcPHqBx48Yltp0zZw5iYmLEP3d3d2uLW4z2YDMkwjwGHe33o3auEXe3yh/bkpQVCqSPRhEwliOmPIrC6XI8sO8bMD4ZGvhZ2vNJG99KJq2+eBMIlDAZqVct4b+mJHy3tsXrenXQ3bZzq8qdS9NXdfSuG01Fx/J4PpWXAP/S1zuVw+unPETFlZ5AnEjwACQC4hKNb2dJNPnX9O+VsnKAFal0q3FKRTO/srexCEYu1IhSBpxhUaYdWn8yxM9H12jYr7Npx6kohUrBMF4RgzjDWJkvvvgCsbHl9Bo2M4GBgZKe35LYelUrc2PtifHMzMwS3jNShTQdPHhQkvOak6+++gq//fZbieWa3/TAgQNmO5cmv9f+/fttIiRLEx7GMKYiS+NTvXr10LVrV2zZsgWAUM7Qz88PLVoYyAdkS2g/180V6qI/WOveThgYmTOfTHkpVAoDiNLClErzxjCExujk6FhstLAlrPnStlROGWsN6hv5CsmmXR55cLm7AV3bAD3aAdVcgb6dheXd25keTmkMTXiRLXqttm6m9aWC148hT8CyuB8v5D4z5P1iDkxJ7K8xzOkbUk1pT5TegE+KaiDaRvB6XsWfLe0NYew6jtUyImo/i8pzT7u6AG56HrPaBlJLJctPzRDeF3boWs7YN9qeQVIQGmqZHJYKhULyUI+TJ09Ken5LG2Kk/n3Xr1+vU0Hc1rD5NCo2wqZNmyT3PNJPMG5JbCnnk9S/u5yxeePTa6+9Bj8/P8TExOCJJ54QDUxr167F2rVrERAQgC+//BIbNmyQWFITsMRN4+Ii5ODQzFDXqC4M7jVoBvLmIL9AyCNT1mAv/IEQOmHO8AmdinYSPXw0oVqG+lF7UXkqeBlDuw8B3VCXihqfiIor20kKlRxo1qxRPPB1dgIGdTdP6GjkI0NFmfeeBIpgdVegQ0vB86uiiuiZq8CdKOMJpA2R/ijngDnynxnCFK9LTXtd9EJITZFJpdfW+1p5g0p7NmkMW+Zot3Z/6eStMtKP7Zpbz1tK+1oPL4cC7+xUfM9pEo87OwnXqX8D88mnz81w4V0Rl2S5czCMHWKpwY/k6SkgzyqEcsOc3jjlwRQDgizGdCZgDc+kpUuX4vjx4xY/jy2Rk5MjuSHq66+/lvT8csbmjU9r165FTEwMioqK8PDhQ7GiXatWrXD+/HncuXMHly9fRocOHco4kg1g6Eap7Ky9AoJhwpinU1nVi8pDXBJw6SZwu4zZPk15+ngLDSaqS+TVpe9xoYNW31Z2RkvjvdZOKwGw5yMPoAZ1Sw7YTSU7V7ca2snLJbfJzReqpBVa0KLvXE75O7euxLkchfvOUHWz3LzibtPvMoMGRgu86LxqCcYaR0ehkmOvDuU3LsYnm1a9T/z86L+5B/uil0w5rn/9e8UUgyPpPTO1QwxLC6nVhPqa+9rWyZNkxMBUp7aeAb2CJD4qWVxaf2uvK+/gVNMWTb8oFEDPDkATE4xPlQ31NhTizDAMACA3Vz9PoeUwVFGNiCQf7Nkzly9ftronhUqlQkiI5VIw3Lt3D//880+5rxtzVkcDhHtH/7e9du2aWc9hjC1btiA3N9fiXpIag3FhYaHV8rMdOnQIFy9eNFsSdVNQqVQIDw/H8uXLrV5MYseOHTrVU9nzqeLYvPHJrjD0ANYuO10RKmqIqAia6llJaaYl0jZXsm1A17PIWCLfBlYKx8s1UPVFW77KVDPs3VFrAK41qvXxFrxkmjUCamnlLStPeOXV0LK9PoLDgdRM4K4FX17l9WiqVYk8bfXrAsERQMzDkuuUKogdl1cA5GkZMQx57VVE79YYkkypfObtKYQdVuREZSl3mpxAoZFApgVmtR0dUSHvMf1dTMmDpe/lZYpia848QtX0jUiPGuHhXrJ6X0CTYiOyOcIsSsvlpUH79ylveHNF+rBLa+GvPEUfGMYOsGbYnTVn2aOiogwO7BYuXIg//vjDanJUNQ4ePAi1lcPIIyMjxc/mNi7+9ttvuHDhAnJyyvce+vbbb80qx9dff40VK1boLNu3b59Zz1Eay5cvt9q5ACGk0hrG6kuXLuHw4cNmq7Bp6jnv3r0LALh1q5Lj53ISGhoqPhfT0tKsem57g41P1sSg94UJgwljDOpePi+JTgFAi8aCZ01F0M5nYo2ksMYqZBmjrEpZpVGecDRt7yENeZXoRw0+3rpVtJwfDWSruQoDV69aQo4v7UFs2+bmzZWiMTBqPCzsAUPVvgDht9bWtbQ9gZINvVgqoJj17Sz8lafyWUU8+7LLUDQ0bbNEv3YMeJQovozk7YbCzvSvXVM8bPSVc1Ouf3OGAHdoKfzXGJY0BjNDhrP6dUsmu68soZGl59OLihWqGFbk3aL5KcszCPFwF/40OaEGdAX6dyn/uRlGZkRGRuLhQwMTG3aIZjAbFhYmsSTWQYqcT9evX8eZM2csel4psAWPudIq0VkaKdpvKa+cpKQki3rLlcX58+fFz1JdV3Fxcfj++++tdj5buH/MjYUyiDI6ZGQLAxMniWx9A7sJ/xWKypW2155FN6dXkyE6tQKqaRliHEwYYFambSF3TfNO0UdTOSyhkpb//l1Kek14uAMtmxRXh9Pg4iwYqup6CV5E7VsIeVMsRUYFPGUa1wcexJe9naUp9aFdyjpDBo2KvAAcHcqu4KZPh5aCkag8Bl5TtjVnjif/BsUefu7V9cJ7jdyr2oZVDdrG80HdTTt3epbud2spld3aCoZMjbehpvCBp4dgDGrsa3xfwHxG4sTU0o2IGkNjbEUGxWaQ0VIFERjGBvnvv//w/PPPSy2GxTl16pTVzpWVlVX2RjLHWMLxqpC7xx4H07ZGYGAgAgICDFaBrwyrV68GALMftzxIkaxf25MsIcGMk5kmYI/3C2uJ1uD6beByiOUS/JaFQlFy4NO1TeWPaUk89aqcGRq46lPNBWjasGLnS6tgzHJ8EnDtNpBUSY8SfcMTIPzGDerqGuE0tG4KeD8ySnnWBOp4Vsx4ZgrXb5d/H+9aZW9THirqSaHx5DKEmqBjgNJ+vhvyGrHW89/VpWTCeXNgyGOvojT0Kf6suXY9HnkeGrtXNc8M7WtdoRCM46YangyRbSAM1hK4uwlGVX2cHIGWjct+Rpkjgb6l0eSlKivU1ePR+vJ49JUHa1XeZJhKYo8DA0OorFCsRPNb6odIMdbBWtdyVblnpOTs2bPYsGEDsrKyLOL1ZYv3qCVDVgstXcm4FOzxfmHjkyVQKgVjU4yedTTUjPkBKju7XLNG5QYOxmxPhvIhVfgcRk5S2o3YuL4wkNUYYtq1KA6TsQTlzqligJ7lDC/Ux8FBaGdlciNZkvp1Kn8MR8eK5fRKSDa+LjNbz6Ck9UVl4CUm9xeAOQcPTo7CfTawW/GzqE0zIQzNy8hzxbuW4LHXuZXucv37XLuyY2UIChPyfZkDcxhZTDGgS01tD+F52bpp6dt1bCkkV2/brOxjmhJKqY8lPTkZxk5ZtGiRxY5taW8DIsLChQuxZ88ei57HVOxxwGcrJCeXopcxZmXFihVYtmyZ1GJYhJiYYo//I0eOYNGiRUhPT5dOIAthj88iNj5Zgqg4ICcPuBsD5JfieWEqhirWuVox0bghNIpITp7uQF3fC6G03CTGKCuJtibJukcpOZ5qewgD4zqeJcPWSiM9S2iT/rk0mNuyrlCYr3qfBK6oRsnXmiVwdCw2jFXGQFYRg6tvKYavGtUNV4FjTEf7mnNyEvIbGbsOHRwEo0ZZVdFa+ZtHtvQsocJduvUqscgeMbdcGYnfHR0BP9/iPE+l4VdPyHtWHnKs5M3GMJUkMjLSZkKlrJ2sWoM58ssUFQmpHIKCgip9LMZ0wsOLDf2WGuTqH1fK/Evm5rfffsP+/fulFqNKcfPmzRLLNLmgrFEEQoqwv7179+LXX3+1+nktBRufLIG2weViyZuk3NTxNLDQDBd/ZUN7snMFD6/AYCHhdlxiyUpaFUn0q0mIrrnB9Y1Mri7CNmWFmVXkAREUJrRJg/7LWN8jRj//THlp0ahy+2tjS8Yn/bAZjddHZcrNN6gnHEffc6Y0Ssu3RKTbv3GJwMnLwEMj+bsMKWbtWwpV6vSp52W6jHLDXMYhY1T2OtYfgJkj3LC5Ge/TqsLAbkLycScnwxMoDGMHqFQqnDp1yiphaVJibMAVHx+PpUuX4uzZs1aWyPJYspS6FANYQ2jn17p69apVzmnNe8XSldju3btntd+NESiteqKlDPDaYXd5edadHHv48CGuX7+u4+kld9j4ZAkqOnnQwkgCN/1wjRrVTQt3KItKhd0pikNaCgqBq6FA+AMgNlF3u+xyhqXVqK47+OzfBejc2vB2Zc3OV4ZCI0qH/oOtsrlJbEQBMTvaBtj0LKHSmY830NRAxTNTqe4K9O4I1KpZ9rYa9K9HbYgMJ26+rTdzcu66cD0YMj551xISvjesV7ysb6eyw5YqgqHcX9ZA25DWqZX5wuIsxemr5k12P6i7PPI12RoKBScfZ6o0hw8fxg8//CC1GBZF42mgKUFuL5w/fx5Lly61u3aVhrUSKUdEmCkc3gTs/f5jrIO2R6a1PV0vX75s1fNZA9YMLUFFk09rD2A1eNYUwhu06da27NAVS6NQ6BpejIXXpZYj5KVXh5KJ0B0dpTHQnA8SPGD0DQ4VSb5dKjZufKroLIK2h5iTo2BAbd20ZBijOaioMYTIuJFRG2WRUA1R/1rQvgeb+Qk5qXp1AJydzXPN6hs8yhM+ak60q0h61pSHwfRerNQSMAxThTAUsnTx4sVKeV5cu3YNR44cqYxYFsdcHjy24gmkIS0tDYBgQNy3bx/nKbID7twp2wtarVZj9+7duH//vhUkYszNw4cVqfJbNtrPd02IsBTExsYiJCSk7A1tHDY+mRtzu/z5eOuGDrlVs87gr5mf5SoZGcKtGlDN1bZmym/fK2lUyzdDxQNtDzdzd6W/XrW/yuQGU6vLZzzUUMsd8NTK7VTZ0ERD9OlU/NlYmFxZqMvhopiZLVQ11Ca7uPQqHByAlk2Ea9hcaBuju7SWLvTLFiqPBTSRWgLL0KwSnoByo6xcfgwjY1JTK1nx1gD79u0Tc5lIjX44CxHZZSJcQ1y7dg0//vijWY+pMW4x1uOff/4pc5uYmBjcuHEDGzdutLxAjNkJDAy0SE4xW3nWrVu3Dn/99RcAIDExUbaGKBsa6dsJBWaOEfd8FGKk8RjpUcnKaKbi51N6cujSqojJlTwzJIc3Be0k2OY2JDbRKwVfkUpTGnLzK1bhzd3N8oZLF2chp8zAbhU/RmXfJeUJ/6sI2oZYD3fpDLNSJOx2ehRS26CuENZo7UpxDX2E/+a+jvVzgXmb6M1mzYkAS2Fjng0MY06kSvZtLbRzAwHAypUrsXDhwgp7ARQUFFg8Hw9jflatWoXDhw9LLUaF0L9WyzIo2LrXYXnIzCxbj8vPz8fOnTtlf1/Gx5sx7QKEZ/uFCxfMekxzsGbNGvz11182YxgrD2x8Mjfm0q8HdReStWo8KXp1APp1NtPBy6Bdc2Gg0Li+8W3cqgH165rvnLYwMLlhhsTEpuCg1VZLN9u5Ep5PD1Mq5vXi5GR+D0BDKBSVu24q+8CuaeHQV49KVAasLDpeKhLcm5pQPy9PIaG7JfO7GaJFI8G7rkNL8x63lb/uMU2tdOnnY145pKCBgbByhrET5DgAqChFRUWiMerGjRsAyt/+n376CT/88IPdJ2q3N1JTU2WTB0s/N4++AcaQ95l2+KeteB2aA1OM4xcuXEBwcDB2795tBYksx5UrV3D37l2zHEutViM7O7vsDZlywcYnc1KoNE9YlgZtTwcHB9PKWpuDOrWF/6UN7JVFlQvpsjaGkpbrk28lzyft39WcYVqGqIxCHPNQ6Ofy0sjHetdqRaj76PomKvYsrAiWvv5Jwpl0bQ9LBQTjd++O1jt/a3/BSOP1yAilX/ESsLxBxsVMubu0cXDQNexpH7807yZzDWz1r9mWRopcWIIGepMV9uDNxdgEubm5ZW9kYUozvuzZs6eE55Cc0R7IVjQXUnp6OgCh8llsbCxOnz5tDtEsSlxcnNQiWJXMzExZ57o6depUqesfPHhQoeMSkew8HU3JqaZJBG/oWaZSqfDzzz+bXS5LEBISgi1btpjlWL///jtWrlxplmNZCjlOfLDxyZycDwKCwip3jD6drBdaVxkqYpSQklruQt4cDcYqC1qLmo8G05Y2PlU2MZ5zBTxONEniNQmzKxP6Zwrl9RDSGHWJKu5R08zP8p4chrxiurQWjGfWDENTKITr1JrndHQUEqxrFCaFouQ9a+tV94xhTAnMMDI4bdqw8iGXfj5ChdQeHXSXayYaWvlX7vgVwRLFB5gqx40bN8SKa1Jy+/ZtBAcHG1wXFBSE/fv3W1kieUBEWLduXZmGAlvAErlkbJmVK1fq5Lqq6CDXVgfHhvK06Rtp0tLSsHXrVh1j044dO7Bo0SKbbVdFiY0VCrU4aOkbarUaBw4cQHBwsNnD2WyB6Oho3Lx50+j6yMhIK0pTMeR4Hdqwe0IVxcVZOqW8TbPyDeSjzDgL1Mi37G0qi6ZtCoWQzLmOp+CtdjXU8ufu0lo3YXWnAMFLzhJ93bwRcDda+FyZsDsAcKzEI6JtcyA6QfCEsiSNfIGQcpTu1SgXoZGAcwXbZ43rVXOdahsoPdyBto+u44ws4Holjd3auLoYDrO0lSIAXnqeMrYQqlsRnPQMnh41gMwcwZgZnwzoh6FUK8Xo5+wk5JGKTTS+TcvGxg2lLs5CiLcUyGzmmLE9EhISbCZEROO507694clDW/DOMheGBjv2ZpiwBIWFhXBwcJBtm+Uqd2X4/vvvAQB//fUXnn32WQCCodmecdSalL179y4uX76My5cvSyiRcYqKirBkyZIyt0tKSgIA1K2r64G9fv16AICvry/c3d1RvXr1EvvKgezsbISGhqJ79+42VznUEGx8Mhfl8TBpWE+Y1b8ZXrysMomTK0N11+JE2zWqlxzotGkmDNItycBu1htIag+0XF0s681RozqQkyd4HVTX83BydCz2DDI3fj7Fxie3akD9OsKgtjQGdgMiY4RQO22SK1HBx62adTwqtAfzrZsKVQpb+QNhUYa31x702roHX2keepVNeO7uJhhgfbyFAgKNfIG0zJIeV/rXrlQo9IxgDhV4Zvg3KNtobumqbPredu1bAvFJwnuhVs1iQ2rd2kKl0zq1BeOUIerXEdYbMz75NzBueKrI71dZansI1xhgmSqYTJUgNTUVt27dQkxMjNSiWAVby4tkyAMoJ8fIM6oM5GTQ0Jb1xo0baNy4MTw9PUtsl5CQgNu3b2PQoEE6A8EvvvgCLi4u8Pa2Xa/dw4cPo2fPnqhdu3aJdeYINbOl6ly5ublQqVQ6xhZjA3dHA17ycktInp6ejrNnz2LYsGFwcTE+9tFuq609e/RJTCxl4k2L1atXAwDGjRuHzp07G1zv6uqKefPmmVM8q6BWq/HHH38gNjYWHh4eaNWqldQilYmNTGnbAUkmlk3t0FIYUOp7pEhlqezWVhh8OhkxhtTzAnp2KLncnMjASlshmj4qo16/TuUrq5WXJg2EQW51V8HQWRYKheEcOqkSVDorL9qXj4+3YGDUriioQdM+GSm75aZ1U9MM2bXchXu/SQPBs8q/oXC91Kld8jlQt6QSKgmlGUs6Bph2DGNFFPp2LvaCs3SYKCCEwGlkdnYS5HJ01K1+5+EOtGpauueZg0Ppz8/S2iJF6HHb5sWfbd3wy9gsq1atwrFjxxAWZkbPTzOxfft2ZGdnIyMjw2zHtDUDzbfffmu2Y4WHh5e9kY2wZcsW/PTTT/jnn3+we/durF271uB2a9euxcmTJ/Hw4cMS6woLC206fOnixYtYtWoVrly5UmKdOa5DTZl4W+DKlSvYsGGDzjJjxidDBldbrIBWGrt378bly5dx6dKlUrczZGizF/bu3Wt0XUGBbt7fc+fOWVocsxAZGSmGTMrFw5Y9n8xFUTmtw5aulGUqjo7CgLU0zBEe4VtH8K4AhAFu8iNjnaFEwnLGwaH49/KuVexpVZGqcZXBv4HwBxhO7FvXC0jS82qqSAigdoifZJhovGzeSPhN7tuu4ldpNHmQarkDGUYqdHRoWb77zlbC7vSNT9pyVa8m5Ea6F2t8/06tBENNy8ZAXJLglajB2UkIjU1IsY6xra6X4eUKhZDYPTbRtGqiCoXhd0+75oCrEY+1di2AmARpcmbphxwyjJ1x+/ZteHh4lDnAKwv9gZC9Yithk6by8OFD0ahUVg4oW/caKQ1DoWWleT7pexBpc/36dXh7exsNSZUSzaC9LDTJuOVKQUEB8vIEnUepVJa6rfZ1a+uV3oKCgixy3M2bN9t0vidtQ7Acc9HZyKjCDjB1RsBaFdXMiYsZbJTa3je13IEBXYVZ+XYtKn/symLOweaAroaXuzgLg732ErTX0VEwgg3qLvzmCoVQTaxNM2F980ceWhXxQNP3lqpvwOPI0hjziDGUzN3R0bQBcM1SjDO2lCi5sVbuKe1CBZ1aCd487VsIydG18apVvmqEjjbymnByEgxMbtUEI6J+PzbyFX6D7u1K7tu3c3Flwwb1hG003nEaTy+NAUtqT0xXF6HPTPndHRyE56k+dWobn+Co4ylU/7QVoyLD6JGamoqtW7eWKI0uF65evVpiWVE5UjPk5+dj586d4ndb8hapKPn5+fjxxx9t0luNKYmhUvXGPJ+KioqwePFi7Nmzx+D6EydO6FzPjPVZs2aNmPeoLA82baPL8ePHLSpXZSnNyK9SqbB8+XKcP3++3Me1ZcMToNuH2vedrXnJGoO1T3OhPYuuwdAgN9JAjgJb9/4xhwtmHc/isBaFQhj4+DewjYG8KZ5dTRvqfm/fwrjRqmeHkqGKCoXgYebtWSERzYZ/AyEsy8FBCKkc1B3wMyF5dt3awgC+36M/Q9RyB5o1MqOwJuLuJhjBurTRXd7DgBECMM3jo54RzxSg2KPMFvB5ZEAJaKKbq0ihEO43b0/d5OjaFR/Lons7ITTLUNU9qWhcXzAwNWmgazxxcRLa7FatZNhg17aGE8s38xOum04mhuzZCtrGRAeF0O5ubYXfZkBXoWKqHNA3frlVE94TTJXn8OHDCA8Px4kTJwAIs9vLli2TzQyvIUOToRAsY+zYsUMnHE3uBhulUolly5YhOTkZf/zxh9TiWIzCwkKj3kFxcWYs0CMR2m3Tvhc1oT6W8kKxNNHRUnvvS8PRo0dx4cIFpKenG91Gzt57QUFByMnJKZGbKzIyEqGhhgtNqVQq2Rhw5Awbn8yFocTV/boIg/uWTYqXqQy8mDrZeHKwisyQa7cZKDY4AdIkui2NmiZU+GtcH3DXG9Qa+12qu9pOkubyYmzwV81VGMA7Pfrr1hboqmfsad5ImrAahUI4t74R11j/GJLR0EDYEPXrmBYOZS3cqgnGRFNlKs+9XKO6kATbVtH2UCqtXcY8gJydhOumshUhrUGNR9djg7q616am3e5ugoHcwcE2DPql0TFAMKDpe9T2aC+0g6nyaJT/hw8fYt++fdizZw/y8/NlH/piKvfu3ZNahAphbKBaEc8DuZCVVVw44YsvvsCaNWvE79r5gzZu3GhNsSyC9qB82bJl4mdtQ1R+fj5SUlIM7m9qiJu1MZTfyhhnz561oCTW5dy5c/jnn3/w3XffGTTsq1QqWYf/7t+/3+DyzZs3Y8eOHQbXLV68GAsXLrSkWGZh0aJFBpcTEQIDA/Hjjz/adG45Nj6Zi6xSKn1oG1u0vWW6thEUcXsMfzDkzdW+heBRUs/GKn00MZKEWB+dZMUK6cNzLEHb5kD/LiWX61+j7m4lQ9MsXSWsMmiHOxry5PPUM0Aa61sPEwyV1qY816E9XrOG0Hj/BDQpfTu54OwseDXpG/VtzZBvCrU9BG88/XBQwPYNZ4xV0MzEx8XF4dq1a+LynTt32rRCXRalJbu1B44dO2ZwucaDTYM9eRasWLECW7ZsEQfvycmGKwuXlWdHDhjrtxs3boiff/zxR/zwww8G27tu3TqLyVYZEhISTN7233//taAk1oGISnjoGfoN7KGtpWFPzyFtDh48iOTkZPz8889Si2IUTjhuLkoLTfPUKomuHXZVWl4ZW8PPB4gx3W3cYHU3d7fiPEO2RmkJmjXo9DGVbnCUKwqF4Wu5tPwzA7oKHn22XCHDUP4nHR4N4l2chevUUB4dwHYqv1WUqmJ8cnEuTvZvLxiapJDzxEWd2sJ9qZ0HUVMcwZBhiqkyGBvAA7Bphbosrl+/jnHjxiE4OBi1a9dGw4a64fyGBoVywpjHlv4grzz5r+TA3bt3dTyBNISEhKBBgwayzV1mKtr9qUlQXR5vIql5+PAh8vPzceTIkVKrL9qL8TgyMhJnzpzRWbZp06YS29l7OKIcPJzKy99//y21CCbBxidzUc8LSEk3vE574CvXwUJtj/IZnwxan2yYsgxPgK6xsGYNw3m+7JWyyr3b+nWtnwdIQ4tGgJcnEP1oNr1ubeMl6H28bdvAZgpy9JRhdNG+BuVsTFQogF4dhGIdmnZUcxXCSOXcLqZS/Pjjj1KLYFGKiorE5MsLFizQWbdhwwZZD/hM9STIybHDiTsDnDt3DsOGDUNqamrZG8sAfcOoUqmEs7OzwZAtuZR817By5UoUFpZelfr69evWEcbCmJJ/LCsry2bDJBn5w8Ync1HPCwjVyo7fyl93vY838DDF+CDY1jFFqdD2HrInd8aOjxISOzsJ3hQqte1UALMW9jYYbN0USEoTKp8pFEBTPyGXVaNSkq/rV/aTE11aA6kZJniAyYwe7UWntSpDNQP5BeWM/rPF3p41TLkozevJHliyZInB5evXr5e14QkQjE8azxd3d+Mh6t999521RJKcv//+W1ZeQIZQKpXYunUroqKidJYvXboU77//vsFE43ILaSrL8FTVWLFihdQiMHZMFRtBWxFNGW8NrfyB3h1tOy9OaWhXizJmQOusVUlLpQbaPgqxay5BBTRzogkF0VDVDE+ANInEzYExTyUfbyEPlGag6+wkhPoYqoqmQc7JkD3cAf+GZW8nN9yq2VY1Pmug/fxhQw3DyBbtZL5yNzwBQGJiIr755ht88803yMzMxK1bt+wi11FlkLvhCRCMTPqGJw3Lly83uFw/rIthGEYDez5ZC4XCcEU8uaAdVuXqYlrIWV0voJc74CqzJLL+DYEoE9xN2zYHbt21vDxSoPHU0yBX41PvjkBFS8U2rAfEJppXHoapLNrV+ezNk41hqhBffvml1CJYjJUrV0otAsMwMsTV1VXWVfaYsqmCLhxMhdD2oG3lL4QrAUCTBrrbdWsLNPYtTrJezUUes/PaXiFN6gthSoBusnh9vGsJXlEdWgrf5erVZgj9PjOWgNvWcXKsuNG3RWMh/0xAE8C/QdnbM4y16NVReA7b0zOHkYTw8HD07dsXAQEB6NGjB0JCQqQWiWEYPVxcZDx5zTDloF69elKLwFgYNj4xpqGdZ8TFGWj5aGCuPyh3dxPy58jB4KRNY1+gUwDQv6vw3cNdKNeuMSwZwsFByAflVUvwsOnW1jqyWoMSlRhl1p/mQqEA6tctaWRlGCmp5lIytJthKsBrr72GmTNn4s6dO/joo48wdepUyWTh2W6GMczs2bOlFoFhLM5zzz2H559/XmoxJGHQoEFSi2A12PjEmIazk2Bo6hRQvExjYOraRkj8K2cUCsDTQzefiouz6VXcXF1sv+JbedD3dOIqaQzDMHZFYmIiLl++jMmTJwMAJk6ciOjoaEREREgijy2FatnLYL9atWqYPn066tSpg549e4rLJ0yYIKFUTHnx8PAoeyMAkydPxoIFCzB9+nQLSyQNL774IsaPH29w3cCBA60rjBlp3bq13Xn8eHl5AQD8/PzEZdrPoLFjx+Lll18Wv/fp0wetW7dG9eryKszVs2dPkyZt+vTpY3Rd//790aNHDzNKZdsoSG4lCbQIDw/Hyy+/jOTkZNSqVQsbN25Eu3btSt3Hz88PMTExlhEoOAJISQeaNgQa17fMORjGWpy+CqjVQN/OpSfiZhiGkQkW1QFkxpUrV/DCCy8gLCxMXNazZ098+eWXePzxx43uZ6nf8N69e/jtt9/Mftz+/fujV69eqFGjBgIDA1FQUIATJ06UKB1fp04dvPHGGyAiODg4ICcnB3l5eThx4gRCQkLQrFkzREZGGjmLYR577DGcOHHCjK0Bhg8fjsuXLyM1NRXTpk2Di4sL1q5dW2K7IUOGoF+/flA8mihUq9WIiIhAy5YtoVAoQEQIDQ3FiRMnkJSUBECoUte/f38cPnzYrDJXhvfeew+urq5Gc2S1aNFCx2A6bNgwHD16FADw4Ycf4tixY0YTfzs7O+Ott96qcHWvd955x+TqfW+99RZWrVpV5nZTpkyBm5ub2KcLFiwAAISGhmLHjh0G92nVqhUmTJigE563bds2JCUlYfLkyfjhhx9sqgKdg4MDPvjgAyxbtkxnuYuLi9HKc2+88Qbq1q0LpVKJnTt3wtPTExcvXgQAPPnkk+jSpQtycnJw4sQJXL582aLy165dG2lpaSWWv/jii/j9998BAL169UJ0dDTi4uLE9f7+/pg8eTIOHDiAa9euwcHBAZ988ol4j6pUKjg6OuLzzz8HAIwcORKHDh0S93/77beRkJBg9DqQirFjx8LZ2Rm7du0CAEyaNAmtWrUS13/11Vdo3749RowYgbt370KlUqF1ayG9iVqtRlRUFJo0aQLHR0WCMjIy8O2335Y4z+DBg3H8+PFSZZk/fz6WLl1aLvnHjRuHvXv3mry9m5sb3nrrLTg7O4syA0BkZCQ2b94MAGjfvj2eeuopJCQk4MiRI5g0aRJiY2Nx6dIlTJgwAa6urkhKSoKHhwdcXYX8nceOHUPz5s2xadOmcslviKeffrpMm0hFqawOIGvj0+OPP46XXnoJU6dOxV9//YVly5YhMDCw1H0sqniq1UBmjuA1IrewM4ZhGIaxc9j4VIypxqcVK1boDM6zs7ORnp5uUdmKioqgUCiQnJyM6tWrw8HBAW5ubsjLE4qdODk5QaFQGM2Fk5eXh9zcXLi5uRmcSVepVCgoKICrqytUKhUcHBzg5GT6JEt2djbu3r2Ljh07AgAyMzORk5MDDw8PuLuXzJGorWoXFhYiPT0d9erVg0KhQGpqKtzd3XXaQkTIyckxeCxrUlhYiNzcXHh6eiI3Nxf3799HfHw8evXqherVqyMhIQFubm6IiYmBl5cX6tWrh+zsbHh6euLOnTvw9vZGzZo1ce3aNajVanTt2hUuLi7iYLugoACOjo5Qq9U67c/KyoKTkxMKCwtRq1YtHZlUKhVUKhWKiorg5iZUoVWr1SAicSCYm5sLR0dHcVCnVquhVCrh6uoKtVoNBz1P9fz8fOTl5SE/Px++vr5IS0tDQUEB8vLyEBISgps3b6Jx48bo0aMHMjIy4OPjA29vb7i7uyMtLQ0qlQq1a9fWGYgaQnMdaIx/4eHhaNasmcFrLykpCa6uriW8ntLT01G9enWxLenp6aKXiaHfyZR8UcnJyXB2doarqyuys7Nx8OBBNG/eHD179oTzoyIXCQkJuHDhAkaOHCn+rkQk9qXme2JiIm7evIkGDRogLi4OPXr0gEKhENuh//vn5+eLvykg9L3m/qxbty4AICcnBzVrlszBqn9+DdnZ2VAqlXBwcICDgwOqV6+OiIgIuLm5gYjQpEkTFBQU4MqVK4iPj0fnzp3h5eWFiIgIpKWl4fHHH0dmZia8vLzEezEiIgLt27dHUFAQunbtqnPeqKgo1KxZE97e3gCE54GmvXFxcahbt674zDIFzX3h5OQEIoJKpQIRiX0BAGlpaXBwcEBkZCTS0tLg5eUFlUqFGjVqwM3NDQ0bNoSjoyOio6Oxfv16TJw4Ed7e3nB1dUVOTg5q1KgBV1dX1KhRA9nZ2ahRowaICFlZWVCr1fD09CwhLxEhKSkJdevWNdiWoqKicj1Hy0KlUkGhUIjnMiRPbm4uQkND0apVK/EaISIUFRWhqKgIeXl5qFGjBhwdHXHr1i20bdu2VBk115Sha9vQcmugaUt+fj4cHBxQs2ZNEBFSUlKQn5+PRo0a6cho7n7Qp8oanxITE9GiRQukpqaKN2f9+vVx5swZtGjRwuh+rHgyDMMwTNWEdYBiWI9iGIZhGKY8VFYHkG2SmujoaNSvX1+07CkUCjRu3BgPHjyQWDKGYRiGYRjbpl69eujatSu2bNkCANi5cyf8/PxKNTwxDMMwDMNUFNkan0xlxYoV8PPzE/+ys7OlFolhGIZhGEZy1q5di7Vr1yIgIABffvklNmzYILVIDMMwDMPYKRx2xzAMwzBMlYB1gMrDvyHDMAzDVE0qqwPItoSVtrv41KlTTXYXT0pK0in7aE6ys7MlTw7JVAzuO/nCfSdfuO/ki1z7TlPVi6k4rEcxhuC+ky/cd/KF+06+yLXvKqtHydbzCQDCwsIwdepUpKSkwMPDAxs2bECHDh0kk4dnA+UL95184b6TL9x38oX7jrEEfF3JF+47+cJ9J1+47+RLVe072Xo+AUCrVq1w/vx5qcVgGIZhGIZhGIZhGIZhjGD3CccZhmEYhmEYhmEYhmEY6WDjkxmZM2eO1CIwFYT7Tr5w38kX7jv5wn3HWAK+ruQL95184b6TL9x38qWq9p2scz4xDMMwDMMwDMMwDMMwtg17PjEMwzAMwzAMwzAMwzAWg41PDMMwDMMwDMMwDMMwjMVg4xMjEhwcjKysLACAWq2WWBqmPHDfyZczZ84gLCxMajGYCnDs2DFcunRJajGYcsL3HGMp+F0sX7jv5As/0+UL61HypDL3nJOZZWFkBBFBoVBg165d+OSTT+Dt7Q0iwm+//YZmzZpJLR5TCtx38uf06dOYMWMGfHx8oFQqMXv2bDz11FOoUaOG1KIxZXD16lW88MILqFevHpycnDBkyBC88cYbqF27ttSiMaXA9xxjbvhdLF+47+QPP9PlC+tR8sQc9xx7PlVhFAoF1Go1Nm7ciEWLFuH06dPo1KkTFi9ejFOnTkktHlMK3HfyZ/PmzZg7dy5OnTqF2bNn48iRI1i7dq3UYjEmsH37dsycOROnTp3CwoULERoaiqVLl0otFlMGfM8x5obfxfKF+07+8DNdvrAeJU/Mcc+x8amKkZycjNDQUBQUFAAAgoKC4ODggE6dOgEA/ve//6FGjRr4999/UVhYKKWojB7cd/IlKSkJBw8eRGpqKgDBpT8jIwNOToLz6YQJEzBixAjs2bMH2dnZUorK6JGUlIStW7ciJiYGmuKw8fHxYj/17t0bM2fOxPbt25GRkSGlqIwWfM8xloLfxfKF+06+8DNdvrAeJU8sdc+x8akKQETIysrC3Llz0aFDB3z44Yd47rnnAACNGjVCSEiIuK2Pjw969uyJuLg43LhxQyqRmUdw38kbpVKJRYsWoUOHDli9ejVefPFFHD9+HAqFAtWrV4dCoYBSqYSbmxt69+4NX19f7NixQ2qxGQgv2RUrVqBjx47Yvn07Xn/9daxbtw4A4O/vD5VKhdzcXDg5OaFPnz7o0qULVq9eLbHUDN9zjCXgd7F84b6TN/xMly+sR8kTS99zbHyqAigUCoSGhiIoKAgPHjzA/v37UVBQgPnz56NOnTro3LkzVqxYIW7fr18/PHjwgGOmbQDuO3kTHx+Po0ePIjIyEn///Tcee+wxLF++HA8ePECPHj1w+vRp3L9/HwDg5eUFf39/5OXlSSw1AwApKSk4cOAAbty4gb179+Lll1/G2rVrERQUhF69eiEqKgpXrlwBIAxuBg8ejMTERImlZvieYywBv4vlC/edvOFnunxhPUqeWPqeY+NTFeHKlSto3bo1FAoFAGDu3LmIiYnBoUOHsHjxYuzcuRPh4eEAgGbNmiE+Ph5JSUlSisw8gvtOvuTm5sLBwQEJCQkAgJdffhktWrTADz/8gClTpiApKQnHjx8HAHh6eiI8PBy1atUCANE1mZGG6tWrIyUlBdHR0QCAp556CkOHDsXChQsxcuRIVKtWDYcOHYJKpYKLiwsiIiLQokULANx3UsL3HGMp+F0sX7jv5As/0+UL61HyxNL3HFe7s2NUKhUcHBygUCjg7OyMW7duiXGaAwcOxH///YcTJ05g5MiRePbZZzF//nyMHDkSd+7cQYMGDdC+fXuJW1B14b6TLyqVCo6OjgCEWZ/69esjISEBzZo1g4+PD8aMGYOlS5dCpVLh1VdfxapVq3Dnzh24uLggOjoabdq0AQBRSWYsi6biEaDbd3FxcejevTtu376Nrl27wtHREa+88gpGjx6N2NhYvPXWW3jnnXcwc+ZM1K1bF6dOncK4ceMAcN9ZG77nGEvB72L5wn0nX/iZLi9Yj5I/1rzn2PPJTvj222/x4osvYvv27UhJSQEAODo6ihfBtGnTcPXqVbGCh4uLC1q3bo07d+4AEJIsTps2Dfv370dOTg7Wr18PLy8vaRpTxeC+ky8//vgjBg0ahGXLluHChQsAID68c3Jy0LdvXyiVSgQGBiIzMxMKhQI+Pj6oU6cOoqOj8eSTT+K7776Di4sLsrKysGfPHnTr1k3KJlUZfvrpJ3Tr1g0fffQR9u/fD6C47x4+fIiAgADUrl0bN2/eFGd/PD090a1bN1y5cgXt27fHxo0b0aVLFxQUFODgwYMYNmyYZO2pKvA9x1gKfhfLF+47+cLPdPnCepQ8kfyeI0bWFBQU0Ntvv02jRo2ijRs30rhx42jatGlUVFRERERDhw6lEydOEBHRnDlzaMyYMZSSkkJERLdv36YOHTpQYWGheDylUmn9RlRRuO/kzbfffkuDBw+mv//+m5YuXUqNGzemrKwsIiJ67bXX6LfffiMioo0bN9KLL75I+/btIyKivLw86tatG8XHx4vHUqvV1m9AFWbjxo3Uv39/OnHiBG3atInq1atHoaGhRES0cOFC+umnn4iI6NChQzRt2jT64YcfxH0HDx5MYWFhkshd1eF7jrEE/C6WL9x38oaf6fKF9Sh5Ygv3HBufZIqmw1NTU6lly5aUmZlJRER37tyhYcOG0fLly4mI6P79++I+mZmZNGrUKJo2bRpt3ryZBgwYQEuXLrW+8FUc7jt5kp6eLiqthYWF1L9/f7p8+bK4fvjw4fTGG28QkdC3GvLz8+nbb7+lDh060HfffUdDhgyhl19+Wex3xvIUFBSIn5VKJU2ZMoV2794tLps+fTrNnDmT8vPzKTc3V2fbffv2kZ+fHy1ZsoSGDh1K48aNo6SkJGuKX2Xhe46xJPwuli/cd/KEn+nyhfUoeWKL9xwbn2REWFgYffnll6RSqYiISKVSUWpqKo0fP57++ecfcbtt27ZR69atDR7j7t27tGbNGnrqqafol19+sYrcDPednImIiKDXX3+dOnbsSIGBgeKM6ujRo0UFl4jo8uXL1KhRI0pMTDR4nAMHDtB7771Ha9eutYrcjDAQeeONN2jcuHH022+/UWxsLBERjR07lj788ENxu+DgYOrTpw9dvHjR4HHOnDlDixcvpp9//tkqcld1+J5jLAW/i+UL95184We6fGE9Sp7Y8j3HxicZoFQqafHixeTt7U1eXl46F0BMTAzNnDmTvvvuO3FZSkoKDRo0iA4cOCAu27Nnj1VlZgS47+TN66+/Tt7e3vTNN99QcnKyuLyoqIjWrFlD48aNEx/oRESdO3cW+1OlUtHu3bt1XFQZ66BSqWjZsmXUunVrWr58Oe3YsYMmTJhAc+bMISKiXbt2UceOHXX6bvTo0bRw4UIiEvr3wIEDdPXqVUnkr8rwPcdYAn4XyxfuO3nDz3R5wnqUfLH1e44TjssAJycndOvWDfv27cPq1auxZcsWcV3Dhg3RokULhIaG4tq1a+JyHx8fsdxhQkICduzYgby8PKvLXtXhvpMnKpUKANC4cWPUrVsXc+bMgbe3Nx48eABASMzXo0cPqNVq/Pnnn+J+48aNE0vKOjg44MyZM2ISP8Z6ODg4oH379ti6dSvmzp2LZ555BkOHDkVWVhaUSiX69u2LOnXqYM2aNeI+I0eORFBQEAChf4ODg+Hj4yNVE6ocfM8xloTfxfKF+06e8DNd3rAeJT9kc89ZzKzFmBVNrO2dO3dowIAB9Mcff4jrQkND6a233qLJkycTEVFycjINGDCAIiIiJJGV0YX7Tn5ozwi4u7vT//73Pxo7diwNHTqUZs+eTXv37iUiolWrVlGrVq0oJSWFEhMTafjw4fTff/9JJTZDxblAcnJyiKj4/nvrrbdo3rx54nY7d+4kX19fun79OsXHx9NTTz1Ff/31l/UFZoiI7znG8vC7WL5w38kPfqbLF9aj5Ilc7jn2fLIhDh8+jKysLIPrXFxcAAjWzLFjx+LXX38V17Vu3Rrz5s1DQkICRo4ciXbt2mHYsGFo1KiROPPDWJaCggKj67jvbBuNtV8bR0dHqNVqAMCbb76JTZs24fXXX8fmzZvRpEkTfPrpp8jIyMCbb76Jvn37YsaMGejevTs6dOiAnj17WrsJVZbDhw8jKSlJZ5mmtLabmxsA4f5Tq9W4e/cuevfuLW43YcIEvP7661i2bBkGDBgAPz8/LvFrJdasWSOWZdbA9xxjDliPki+sR8kX1qPkC+tR8kTWepTVzFyMUX755Rdq164d9e/fn8aOHUubNm0S1+3Zs6dEvOz169epV69eFBgYSEQkVgxIS0ujwMBAsWQiY1kKCwtp8eLFVL16ddqwYYO4XJMMc+/evdx3NkpRURF98803VLNmTXrllVfE2GZN3/37779iUkSVSqXTLzExMTRkyBA6efIkEQkzRNHR0ZSdnW3lVlRNCgoKaPHixdStWzcaOnQoDR48WCzpq1Qq6d9//6V169bp7HP27Fnq3bu3+F07lj0pKUmc3WMsT0REBLm4uNBrr70meiao1Wq+55hKwXqUPGE9Sr6wHiVfWI+SN3LXo9jzSUKICEqlEufOncOyZctw+vRpTJkyBZ9//jnCw8MBABEREfD19dXZr1OnThg/fjymTZuGUaNGYd26dQAAT09PdO/eHe7u7lZvS1Vk586diIyMxLPPPovt27eLs60ODsJtdefOHdSvX19nH+472+Dq1at4+PAh3n77bRARrly5AqC47woLCzFkyBBxmXa/HDt2DD4+PhgwYAAAYYbIz88PNWrUsHIrqiabN2/G1atXsXPnThw9ehTTp0/HwoULAQi5QQoLCzF48GAAQFFREQDg0qVLGD58OIKDgzFmzBjMnz9fnBGvU6eOOLvHWA7N733t2jV07doVgNAvgHAPFRYWYujQoQD4nmNMh/UoecN6lHxhPUq+sB4lT+xGj7K6uauKExYWRkeOHBEtxHfu3KGWLVvqWIyffvpp+vTTTyk3N9fgMTZt2kT+/v7UpUsXWr9+vVXkZoQKKtqkpqaKlv/mzZvT/v37yzwG9500hIeH0+HDh8WqDxkZGfTw4UMiIpoxYwYtWLCAUlNTDe6rVqspMzOTNm7cSIMHD6YBAwbolHVmLEtoaCjt3r2b4uLiiEiYbbt165a4/ubNm/TYY4+J6/UpLCykli1bUt26dWno0KG0detWq8hd1dH0m+Y+UyqVRES0cOFCOnnyJM2dO5fmzJlDmZmZJfble44pDdaj5AvrUfKF9Sj5wnqUPLFXPYo9n6xEZmYmJk+ejHHjxuHnn3/GyJEj8eDBA7Rs2RKurq7YtWuXuO2MGTPwzz//IDMzU+cYSqUSgBBb/fXXX+Pq1auYNm2aVdtRFQkJCcGwYcPQqlUrcSYVAGrXri3Opj7zzDNYt24d8vPzDR6D+04abty4gYkTJ+LZZ5/F5s2bMXDgQCQmJsLDwwN16tQBAAwbNgzh4eG4evUqAJTIEZGfnw+1Wo3w8HDMnTsXp06dwvDhw63elqpGbm4uZs2ahXHjxmHPnj0YMGAAgoOD4evrizZt2oizccePH4e7u3uJ2XEAyM7OhkqlwuOPP47ffvsNR48exfPPP2/tplQp9Putb9++CAkJ0fFkcHFxwcyZM/Hw4UN888032Lx5s84x+J5jDMF6lHxhPUq+sB4lX1iPkid2r0dJbf2qKly/fp2ee+45ysvLIyKiyZMn06RJkygzM5NWrVpFQ4YMIaLiWOnmzZvToUOHiIjowoULNGfOHIqMjJRG+CqMWq2muXPn0pIlS6hv3760bNmyEuuJhOoq/v7+JaoFXLx4kftOIlQqFb366qv0xRdfiMtGjBhBb775JhEVzyBkZWXRSy+9RIsXL9bZPzo6mj766CP6999/rSc0I/LgwQMaP368OOMzd+5cmjx5Mt24cYOIip+VkydPpj///FNn3/v379O8efO47yTAWL8FBwdTdnY2zZw5k4iI1q9fT/Xq1aN69erRrl27iIjo3r173G+MUViPkiesR8kX1qPkDetR8sTe9Sj2fLISx48fR05ODqpVqwYA+Oqrr3D//n2cPn0ao0ePRmxsLHbv3i1aNfv27StapDt06IB3330XTZs2lUz+qggRQaFQYNasWZg/fz4++ugj/P7774iPjxe3USgUUCqV8Pb2xvjx4/Hnn3/i3r17WLt2LQCgbdu23HcSoFar4eDggLfffhtvv/22uHzw4MFwcnICIMS1q1QquLu7Y/To0YiLi8POnTuxcuVKpKSkwNfXFx988IGYs4CxLmfPnkV+fj7q1asHAJg3bx4KCwtx9uxZKJVKODg4IDY2FmlpaZgwYQJiYmLE+65+/fp4//33ue8kwFC/FRQU4NSpU1CpVPjnn3/g4+ODbdu24fXXX8ewYcPg5eUFAGjYsCH3G2MU1qPkB+tR8oX1KPnDepQ8sXc9io1PZkZT4pAeuZxq/j/xxBO4ePGimEyxfv366N69O/bu3YumTZvinXfeweeff47Vq1dj+vTpCA0NRd++fQEIpS4bNWokQWuqFholVYOm1GiLFi0AAE8++SRcXFx0XPsBwNnZGYDQxz/99BP69euHq1evQqVSoUaNGtx3VoD0XLw1g4/27dvDzc1NvC8PHz6M7t27i9s5OjoCAHx9fbF161a89tprCAkJgZubG5ycnODt7W2lFlRdHj58CABQqVQAivty6NChOHbsGFJTUwEICS179OiBK1euICUlBQBw4sQJ3LlzBx9++CGefPJJhIaGQqlUct9ZgVOnTon9AJTdb9evX0dcXBwWLVqEAwcO4MiRI/jss8/g5uaGvLw8EBGcnZ253xjWo2QM61HyhfUo+cJ6lDypsnqUFO5W9kZubi7973//o1GjRtGiRYsoIyOjxDY5OTn01FNP0ZIlS8Rl165do/r164vf//vvP5o1axZ9/vnnXG7USuTn59OHH35Ijz32GM2ZM4eioqIMbqdxLf7111+pZ8+eYsJFDT/99BO1bduWPvvsMy43aiVycnJo4cKFNHr0aPr0008pNjbW4HYal/47d+5Qnz59xJANDWfOnKE+ffrQ/Pnzue+sSHh4OPn4+NDYsWNLrNO4gj/xxBP01ltvictv375NTZo0Efuwd+/eVL9+fVq5ciX3nRUoKiqiL774ggICAmj69OklwmCM9VtoaCj5+/vr3HuaZ2pRUZEVJGdsHdaj5AvrUfKF9Sh5w3qU/GA9ioiNT5UkKyuLxowZQ6+99hrdvn2bxo0bR7Nnz6arV68Ske4FsWfPHmrQoIFYfeXevXv01FNPiTGdjPX55JNP6IUXXqDw8HB6/vnn6aWXXqJTp04RkfGbuVu3brRr1y7auXMnHTx4kIiEuHbGevz777/Uvn17evXVV8UqHe+//z4lJiYa3eePP/6gDz/8kIiIdu/eTbt37yYiMlglgrE858+fpwkTJlDXrl3p/PnzRFT80tVw8eJFcnV1pfv374vLBg0aRHfu3CEiYeDJWI/AwEB65pln6ObNmzrLNQMTDcb67d69ewa3Z6o2rEfJG9aj5AnrUfKH9Sj5wXoUkYJIz8+SKZP8/Hwx58D58+fx7bffYu3atfD09ERgYCCmT5+OkSNH4quvviqx77hx4+Du7o4OHTrgzz//xNChQ7Fs2TJrN6HKQ4/yEAwfPhyzZ8/GuHHjEB0djQ0bNiA0NBTbtm0zuu/YsWNx4MABBAQE4KuvvsKTTz5pRckZQMj94ezsjP79+wMA/v77byxcuBAXL14U3fz1GTduHNRqNRwdHZGYmIj/+7//w+jRo60pNqPF8uXLkZaWhpo1ayIoKAjbtm0Tc0wAxfkmZs6cifT0dDRt2hTHjh1Djx49sHr1aqP9zFiOqVOnok2bNvjoo48QFRWF+/fvo3///mLYBcD9xpgG61Hyh/UoecN6lPxhPUp+sB7FOZ/KRWBgIIYPH47p06fj119/BQAUFhYiMjIScXFxAIDGjRvDx8cH169fR1BQEADhBa2Jld6wYQNefPFFhIaGYvHixawwWYmzZ89i9uzZOH/+PAAhD0FKSgqaNGmCwsJCAECjRo0wYsQIxMfH49y5cwCKc08AQFZWFqZNm4b09HQcPnwYt2/fZoXJCuj3HQD06NEDvXr1EvvH398fNWvWRG5ursFjREdHY//+/ahRowZmz56Nc+fOscJkBfT7Tq1WizHtRUVF6N+/Px577DGEh4cjOjoaBQUFAIrzFgDAihUr8P777yM3NxeLFy/GmjVrZP/itXXOnTuHSZMm4fDhwwAgPiNbt26NlJQULFiwABMnTsS3336LZ599FqdPnwbA/caUDetR8oX1KPnCepR8YT1KnrAeZRwnqQWQC3fu3MF7772HV155Bf7+/pg7dy7S09Mxd+5ctGnTBh9//DHq1q2L4OBgjB49GuHh4UhISECnTp2gUCjEi8XLywujRo3CqFGjJG5R1aCoqAibNm3Cp59+ikaNGoGI0KdPHwAQE7KFhoYiJSUF3t7eaNKkCbp164bAwED07dtXnD0AgJo1a2LJkiVo0KCBJG2papTWd+7u7gCKk/OtX78eXbp0QY0aNUoch4jQqFEjBAUFoUOHDtZrQBXGWN9p309nzpzBq6++Ci8vL9SsWRMBAQGYNWsWVq5cqTMD5O7ujp49e6Jnz55SNKXKsWPHDsybNw/169fH999/jxEjRsDFxQUA4OLigujoaHh5eeHKlSvIzMzEsmXLsGDBAvz333/cb0ypsB4lT1iPki+sR8kX1qPkC+tRpcOeT6WQl5cnfk5ISICbmxumTZuGwYMH47PPPkNgYCCOHDmC3377DR9++CHatWuHnTt34tNPP8Xp06f55SohmgoBCoUC3bt3x5EjR/Dll18iOjoaV65cEbd78skncfXqVdy4cQMA4OPjg4iICLG8pT7cp5bHlL7TzNQpFApkZ2fj6NGjeOONNwAAmZmZyM/PF4+nUChARKwwWQFT+y4qKgq1atXC999/j3bt2iEjIwONGzfGokWLxG0Y66HxOAGAnj174s8//8Tvv/+O1NRUHD9+XFz32GOPITo6Gunp6QAADw8PDBw4ELVr1xYrkDGMNqxHyRfWo+QL61HyhfUoecJ6lOmw8ckAK1asQLdu3TB79mwEBgYCAGJjY9GoUSMkJSUBAPr164d27dqJ5WL79euH9957Dw0bNkRgYCB69eoFPz8/ydpQVVmxYgU6d+6MGTNm4ODBg1AqlejUqRPat2+PZs2aoWnTpvjjjz/E7ceOHYvmzZtjzZo1uHLlCjIyMpCdnQ1fX18JW1E1KU/fac/8BAcHo3///sjOzsaMGTPw6quvIjY2VufY9uCmasuUt+/8/f1x/fp1hISEYMuWLbh69Sratm2LL7/8UtyGsTzffvstOnfujKlTp2LTpk1ITk6Gv78/unXrBh8fHwwePBhr1qwRt+/atSteeOEFpKen49y5c0hJScHq1avRr18/1KxZU8KWMLYG61HyhfUo+cJ6lHxhPUqesB5VAayb39z2+fnnn2no0KEUERFB//vf/2jMmDG0b98+iomJoQ4dOuhUBdi5cydNnz6doqOjSalU0uXLl2nYsGHUoUMHWrt2rXSNqKLs3r2bhg4dSvfu3aO1a9fSxIkTaenSpeJ6tVpNf/zxB40aNYqCg4PF5UlJSfTVV1/RkCFDqHHjxrR06VLZla2UOxXpO02lhzfffJMUCgX179+flixZIlZBYqxDRe877VLqRUVFdOvWLcrPz7eq7FWZc+fO0fDhw+nu3bv0999/04svvkizZs3S2ebixYvUpUsXunTpks7y3377jV544QVq3bo1ffnll1RQUGBN0Rkbh/Uo+cJ6lHxhPUq+sB4lT1iPqhhV3iyqSQCmISoqCn379kXz5s0xf/58PPHEE9iyZQvq1KmD7t27Y+vWraJLZMOGDXHp0iX4+PjAyckJeXl5eO6553Djxg3MnDlTiuZUKfLy8sRYdUDIJ1G/fn34+/tj2rRpmDp1Kg4dOoSIiAgAwqxNx44d0ahRIxw9ehQA8ODBA9SpUwcffPABfv31V9y/fx8ff/yxTswtY37M0XcxMTEAgBo1amDdunU4ffo05s+fj+rVq1u/QVUIc/Td/fv34eHhASKCSqWCo6Mj2rRpA1dXV0naVBXIzs6GUqkUv9+8eROFhYVo1qwZRowYgXnz5uGff/5BcHCwuE2LFi0wYMAA/P777wCEvC4AMGXKFPzwww8IDQ3FRx99JOYyYKomrEfJF9aj5AvrUfKF9Sh5wnqUeaiyxqfbt29jxowZeOGFF7BkyRIAQkK9pKQk+Pn5oaCgAK6urujXrx+qV6+OvXv34qOPPkJwcDBWrFgBALh16xY6d+4sXoj9+/fHK6+8Ilmbqgq3b9/GtGnTMGHCBHz44YdiZQ4iQvPmzZGeng5nZ2d0794drVu3xsaNG8V927Rpg0GDBmHVqlVo1qwZfv75Z+Tk5AAAmjRpIkVzqhTm7LvVq1ejqKgIX375JaZPny5Ri6oO5uy7X375Bbm5uVAoFDxAsTCafhszZgzeeusthIeHAxCSNgcEBCA+Ph6Ojo5o3749nnjiCSxfvlzc18vLC88//zw2bNiAZs2aYeXKlWKegtq1a0vRHMaGYD1KvrAeJV9Yj5IvrEfJE9ajzEuVMz4VFRXhm2++wdNPP42WLVti0aJF+Pbbb/H9999DoVCgadOmOHTokPhAaNWqFZo3b46wsDC0atUK8+bNw4MHD9C9e3esWbMGb7/9Ntzc3CRuVdVApVJhw4YNePbZZxEQEIANGzbgn3/+wddffw1ASHIZGhqKBw8eABBu+P79+yMhIUFMerpz507MmjULzZo1ww8//IDFixcbrOzBmBdL9N0XX3wBJycu2GlpLHXf8XPTshAR9uzZg0mTJiEgIAAHDhxAbGwsfvzxRxQWFqJWrVrIz8/H1atXAQjJSSdNmoTY2FhkZmYCAPbs2YORI0eiZ8+eWL16NX7++Wd4enpK2CrGFmA9Sr6wHiVfWI+SL6xHyRPWoyxDlTM+OTk5wdfXV5yBa9OmDT799FP8+eefAIBZs2YhIiIC586dQ15eHtzc3JCcnIzExEQAwMCBA/HTTz9h586duHTpEnr06CFlc6oUjo6OqFu3Lnbu3ImPP/4Yvr6++OCDD7Bnzx4AwIQJE5Cbm4tz584hIyMDLi4uSE5OhkKhEF2Ivby8cPDgQRw9epTLNFsR7jv5wn0nTxQKBby9vbFt2zZ8/PHHqFGjBmbNmoVjx47BxcUF/fr1Q61atXDu3DkkJSXBwcEBKSkp8PX1FROVtmjRAvv378fRo0cxYsQIiVvE2AqsR8kXfp7LF+47+cJ9J09Yj7IMVcr4pImvfeqpp9CsWTMUFRUBEGI4hwwZAkBwgXvxxRexefNmbN26FUSExMREdOnSRTxO9erV2bVYIh5//HG0aNECKpUKgFDNoVevXlCpVPDw8MAzzzyDU6dO4ZtvvoFKpcK1a9fQtGlTcf/BgwejX79+UolfpeG+ky/cd/KkR48eaN26tVhyuUaNGggICBANAuPGjUN0dDQ++ugjZGdnY//+/ahTpw7c3d0BAO3bt0f//v2lbAJjY7AeJX/4eS5fuO/kC/edPGE9yvzYrfHp3r17ACDe5EBxmVA3NzcoFArR1fTMmTNo27atuN1bb72FZ599Fjt37kS7du1Qu3ZtTJo0qcRxGMtw+/ZtABCVWm00faexKO/duxedOnUS452ff/55vP322wgJCUHnzp3h7u6Ot956y3rCV3E2btyIvXv3im7C2gkVue9sm61bt+K///4TX7Dcd/JgzZo1+Oqrr3TcvjVUq1ZN5321detWdOnSRZxJHTJkCBYtWgQiwoABA+Dm5obPPvvMqvIztgvrUfKF9Sj5wnqUfGE9Sp6wHmVlrFNUzzoolUpatGgReXt7U9euXU3a59q1a9S8eXPxe3Jysvg5Li6uSpU+lJKioiL64osvqFatWuTp6WnSPlFRUdS0aVPxe2xsrFhiNC0tjfvOily+fJn8/f1p3LhxNHHiRHrhhRcoPj6eiIhUKlWJ7bnvbIc//viD2rRpQ+PHj6enn36a3nvvPUpMTCQi7jtbZv/+/dSmTRt69tlnacGCBRQQEECxsbFGt09JSaGAgABKS0sjIqLIyEixTHNeXh4VFhZaQ2zGxmE9Sr6wHiVvWI+SL6xHyRPWo6TBrjyf4uLicP/+fXzzzTfw9vbGzp07AejO2ulz8uRJzJo1C+fOncPAgQPx5ZdfoqCgAABQv379KlX60NqQ1oxAQUEBoqKisH37drRs2RLr1q0DYHjWTsPJkycxadIknDhxAo8//jgWLVokVlzx9PTkvrMg2n0HCIkQ3333XezZswc//vgjAGDOnDkGtwW472yJv/76C9988w12796NhQsXIjQ0FF988QUA7jtbZteuXVi4cCG2b9+Od955B927dy9R8l6bM2fO4PHHH8f58+fxxBNPYMGCBWJCzGrVqsHZ2dlaojM2DOtR8oL1KPnCepT9wHqUPGE9SiKks3tVnps3b9IPP/xAERER4rLExEQqKCigpUuX0ogRI0rso7FAFxUVkVKppE6dOpGHhwc98cQTtGPHDqvJXtUJCwuj9PR0IhJmWomIHj58SEREq1evplatWpXYR9N3mv/Dhw8nR0dHGjVqFPedFdHuO83szGuvvUbvvPOOuE1kZCQ5ODiIfaqZDeC+kxb9Z+b9+/dp7NixdODAASIiUqvVNGzYMPLw8BBnc7jvpCc4OJgWL15M165do5ycHCIiGjNmDD3zzDMUHR1NkyZNoq5du9KhQ4coLy+PiIqfqxomT55MCoWCxo4dy/3GiLAeJV9Yj5IvrEfJF9aj5AnrUbaDLD2fioqK8Mknn2D06NE4f/483n77bXz33XcAgLp168LFxQVjx45Famoq/v33X3EfQEjwRkRwdHSEg4MDWrVqhf379+Pw4cN45plnJGtTVSEqKgrjxo1D69atxVhmTSxtvXr1AAAvvfQSCgsLsWvXLgCAUqkEUNx3gDCT0KZNG/z33384cOAA950VMNR3jo6OUKvV6Nq1K9LT05GRkQEAaNq0KUaOHIkvv/wSAODs7Mx9JyH6z8y33noLa9asQaNGjdCwYUP88ssvuHnzJlatWoWuXbuiXbt2WL16NQDuO6n54osvMGbMGERGRmLJkiX4+OOPAQBLlixBkyZN0LVrV/j5+WH+/PlYvHgx3nnnHQBCRTIiQlpaGgCgQ4cOOH78OPbt28f9xrAeJWNYj5IvrEfJF9aj5AvrUTaG9e1dlScmJob69u1LRUVFRET0999/U7du3ejkyZPiNrm5ufTxxx/TU089pbNvUVERDRo0iM6fP29VmRmBixcv0pw5c+jEiRNUr149Sk1NJSJhpkCbJUuWGMw38cQTT4izC4x1MdZ3RERHjx6lqVOn0vbt28VlmzZtomeeeUb8PmLECO47iTD0zOzcuTNdvnyZUlJS6LPPPqMnn3ySJk+eTGFhYTRv3jxatWqVuD/3nTSkpKTQ448/LubQCQ0NpYYNG9L+/fuJiGjz5s301ltvidsHBgaSh4eHOLs6ffp0+uuvv6wvOGPzsB4lX1iPki+sR8kX1qPkCetRtocsjU+pqanUo0cPun79OhEJbowff/yx6B6uVqtJpVJRWFgY9evXj/bs2UMrV66kK1euEJFwITLSoFarxd9/+PDhNGfOHCIi8WGu2aaoqIj8/f1p69attHDhQjp69CgRkejCylgfY31HJCRIXLp0KU2YMIFyc3OJiGj+/Pm0YsUKcZvMzEzrCsyIGHpmzps3j0aOHCluk52dLX4eNmwYHTx4UPzOfScdbdu2pVOnTonflyxZQu3btycioo0bN9LMmTPFdbt376ZXXnmFsrKyiEi3TxlGG9aj5AvrUfKF9Sj5wnqUfGE9yraQZdhdfHw8OnbsiFu3bgEQ3IinTZuG+/fvIywsTCxlmZCQgKioKEyePBmxsbFo3bo1AMDLy0tK8e0eIsKFCxcMJrlUKBTi7//BBx9g8+bNKCoqgqOjI4gIarUaCoUC4eHhKCoqwsyZM5GamopevXoBADw8PKzalqoGEen0G2klSjTWd4CQIPGVV15Bfn4+pkyZgueffx579+7VKb1ds2ZNK7WiaqLfd9oYemZOnz4dUVFRCAsLAwDUqFEDZ8+exdSpU6FQKNClSxdxf+47y0FESEhIMLguMTERQ4cOxZkzZ8RlH3zwAaKjoxEWFoZmzZohJCQEb731FmbNmoX//e9/GDhwINzd3QEIfcowhmA9yrZhPUq+sB4lX1iPkiesR8kLmzM+ZWVl4f333xcrPRiibdu28PT0xI0bNxAfHw9AuDg6duyIyMhIAEJc9aRJk/Daa68hOTkZX3/9Ndzc3KzShqpKdnY2lixZgk6dOuHQoUNitRtjDB06FC1atMCyZcsAQEfZnThxIl599VUkJydj5cqV/NC2MLm5uVi4cCE6duyIOXPm4LfffgNQnEdCH/2+A4RcE1u2bMGMGTPQvXt3XL58GU888YRV5K/KZGVlYcmSJejatSvef/99se+0q1MZe2Z26NBBfGbevHkTM2bMQNu2bbFv3z74+vpavzFViNzcXCxatAht27bFzJkz8cknnwDQ7bd69eohICAAd+7cwd27dwEIOQhGjRqFs2fPYsCAAfjpp5/g5eWFZs2aITAwEC+99JIk7WFsB9aj5AvrUfKF9Sj5wnqUPGE9SqZI43BlmJCQEBo2bBg1b96c2rRpQ/Hx8SW20cRgHj58mKZPny66oxYUFNBjjz1G9+/ft6rMjMDFixfJ39+fJk6cSHfv3i1ze01ugv/++4+aNGlC+/fvpzfffJNd+SXi//7v/2jatGkUGhpKx48fJ09PTzpz5ozBbY31XVpamhUlZoiITpw4QW3atKHZs2fT9evXaf369eTj4yM+J4n4mWmLqNVqmjdvHr388ssUGRlJQUFBpFAoxAormm2IiK5du0azZs2i9957T1w3duxYCgoKsrrcjO3DepR8YT1K3rAeJU9Yj5InrEfJF8mNT4mJieLn7OxsMRlb7969ac2aNSW21zwAlEolHTlyhBo1akTvv/8+de7cmV566SWxdCljebQVnJSUFOrXr58YUxsbG0sRERE6JZkNsXr1alIoFNS5c2f6888/iahk0kzGsqSnp1Pjxo0pISFBXNajRw8aPXo0RUdHE5HhPjHUd4x1yc3N1RmkbN26lT766COdctr8zLQNtN91mZmZ5O/vL/bd5cuXafbs2WKOAU2+Hc3nW7duUcOGDemtt96irl270vjx43WOx1RtWI+SL6xH2QesR8kX1qPkA+tR9oFkxqdLly7Rk08+SZ07d6a5c+dSWFgYEZGYZG/t2rXUp0+fMmdwrl69SqtWreIKAlbk1KlT9Oyzz9LAgQPpf//7n9h3n376KY0cOZLGjh1LXbt2pUmTJonJSw2xadMm6tWrF/3777/WEr3Kc+LECRo3bhxdvHhRZ/mIESNowYIFRCQoUVOmTKEuXbrQ6dOnDR6H+876GOs7IqKkpCR65ZVXyNPTk5566imaNWuW0ePwM9O66L/rbt26RUTCPTdu3DgaNGgQ1atXj8aNG0edO3eme/fu6eyvUZ7Cw8Npy5YtdOjQIWs3gbFRWI+SL6xHyRfWo+QL61HyhPUo+0IS45Naraann36ali1bRomJifT666/T4MGDRWulhjZt2tCWLVvE2QKlUklKpZI2b95Mly9flkL0Ks/SpUupU6dO9Pvvv1NQUBC98MILYhnYqKgoGjZsmFhaNDk5mTp16kSLFy8mIqL8/HzasWMH7d27VzL5qzLr16+nPn36UN26denNN9/UmUX9999/qXHjxjR9+nTq1KkT/fHHH9S/f39aunQpEQmuxdx30qHfd9ru4ETCvaUpz5yfn089e/akhQsXEhFRXl4ePzMlwtC7bsCAAaRWqyk/P5927dpFU6ZMocLCQiIimjRpEr377rukVqtJqVTSjh07xHLADKMN61HyhfUo+cJ6lHxhPUqesB5lf0iScDwoKAiJiYl4//33UbduXaxevRrZ2dnYtWsXlEqluN1LL72ErVu3QqFQICEhAU5OTnByckJWVhaaN28uhehVnoEDB2L9+vV44YUX0LFjRzz99NPIz89HdnY2mjRpgm3btuHNN98EAHh7e+Pll1/GxYsXAQCurq4AgH79+kkmf1WmV69e2Lp1Ky5cuIBDhw7hzp074rohQ4bg3LlzeOqpp7Bnzx4899xz6N27t5i0z8XFBQD3nVTo952msgogVPlwdXXFs88+C0C4zyZNmoQLFy4AAKpVq4bs7Gx+ZkqAoXddfn4+fvvtN7i6uuLkyZNo164dnJ2dAQAvvvgijh8/DoVCAScnJwBAnz59pGwCY6OwHiVfWI+SL6xHyRfWo+QJ61F2iBQWr8LCQvL29hbd5oiIVqxYQRMmTKCMjAyduGhvb2/q2bMneXp6UkhIiBTiMlpoZgo0FuZ58+bRu+++S0Ql49lv3bpFY8aMocOHD1tXSMYomj4aPXo0zZs3z+h2N27coOHDh9OdO3esJRpTBqb23a1bt2jcuHF839kAxt5148aNo7y8PPr111+padOmVFRURCEhIfTMM8/QN998w/lamDJhPUq+sB4lb1iPki+sR8kP1qPsD0k8n5ydnfH000/j+++/F5fNnDkT58+fR2JiIhQKBe7evYspU6aI2yYkJKBt27ZSiMto4eAgXDIaC3NkZKQ4i6NQKEBEOHnyJIYPH45p06Zh8ODBGDp0qGTyMroQEQDg/fffx+7duxEeHq6z/urVq5g4cSImTpyIsWPHokWLFuI+jLSU1ne5ubk4evQoRo4cialTp2LgwIF839kAxt51ly5dQkxMDKZPn44OHTpg9OjRmDRpErp27Yq3337baGluhtHAepR8YT1K3rAeJV9Yj5IfrEfZH05SnXjy5Ml46aWXEB8fj/r166NGjRro0KEDQkJC0KJFCzg4OGDcuHHYvHmzVCIyZXDjxg1ERkbi6aefBgDcuXMHAQEBcHR0xDPPPINXX31VYgkZfRwcHEBEeOyxx+Dr64tjx46hZcuWCA0NRZs2bVCzZk1MnjwZTz31lNSiMnoY67uwsDC0atUKhYWFePrpp/HKK69ILSqjhaF3Xfv27REcHIwWLVpgx44diI2NRbNmzaQWlZEZrEfJH9aj5AfrUfKF9Sh5wnqUfaEgCc3xL730EtLS0rB8+XKcOnUK27Ztw+7du1GrVi2pRGJMgIigUCiwevVq3Lx5ExMnTsT//vc/NGzYEH/++afU4jFloOm/ffv2YfLkyahTpw6aN2+OI0eO8EyBjWOs744ePSq1aEwp8LuOsRR8bckT1qPkDetR8oX1KHnC7zr7QVLjU2ZmJn744QccPnwY7u7u+PDDD/HYY49JJQ5TDgoLC9G1a1fExMRg2LBhmD17NvedjNizZw/mz5+P+vXr4//+7//w+OOPSy0SYyLcd/KD33WMpeBrS76wHiVv+F0sX7jv5Ae/6+wHSY1PGlJTU+Hl5SW1GEw5Wbx4MUaNGoWuXbtKLQpTTk6cOIHatWujU6dOUovClBPuO/nC7zrGUvC1JU9Yj5Iv/C6WL9x38oXfdfLHJoxPDMMwDMMwDMMwDMMwjH0iSbU7hmEYhmEYhmEYhmEYpmrAxieGYRiGYRiGYRiGYRjGYrDxiWEYhmEYhmEYhmEYhrEYbHxiGIZhGIZhGIZhGIZhLAYbnxiGYRiGYRiGYRiGYRiL4SS1AAzDVG38/f3h6uqKatWqIScnB+3atcNHH32Evn37lrnvnj174Ovri969e5frnKNGjUJcXBwAICgoCO3bt4ejoyNq1qyJF198EVlZWfjggw8q1B6GYRiGYRhrwXoUwzBygY1PDMNIzvbt29G5c2cAwK5duzBq1Cj8888/6NWrV6n77dmzB507dy630nTw4EHxs0KhwOnTp+Hp6VlesRmGYRiGYSSH9SiGYeQAh90xDGNTTJgwAbNmzcLy5csBAMeOHUOfPn3QpUsXtGvXDr/++isAQfHZt28fvv76a3Tu3Bnr1q0DAGzevBm9evVC165dMXDgQAQFBZXr/J999hneffddAMDGjRsxdOhQPP/882jbti369u2LW7du4amnnkKbNm0wfPhwZGdnAwCUSiXmzZuHnj17onPnznj22WeRlpZmpl+FYRiGYRimbFiPYhjGVmHPJ4ZhbI5evXph3759AICuXbvizJkzcHR0RGpqKrp06YInnngCo0aNwpNPPonOnTuLSs7Zs2exbds2nDp1Cq6urjh9+jReeOEFhISEVFiWwMBA3Lx5E40bN8aUKVMwduxYnDt3Dj4+PhgzZgw2bdqE2bNn4+uvv0aNGjVw6dIlAMCiRYvwySef4Mcff6z078EwDMMwDGMqrEcxDGOLsPGJYRibg4jEzykpKXjllVdw584dODk5ISUlBcHBwfDz8yux3969exEUFKTjZp6amoq8vDxUr169QrL06dMHjRs3BgB0794dSqUSPj4+AIAePXogPDwcgOC6npGRgZ07dwIACgsL4e/vX6FzMgzDMAzDVBTWoxiGsUXY+MQwjM0RGBiI9u3bAwBmzZqFUaNGYefOnVAoFOjatSvy8/MN7kdEePnll7F06VKzyVKtWjXxs6OjY4nvRUVF4rlXrVqF4cOHm+3cDMMwDMMw5YX1KIZhbBHO+cQwjE2xd+9erFmzBnPnzgUApKWloUmTJlAoFDh16pRO7gEPDw9kZGSI35988kls2bIFDx48AACo1WpcvnzZKnKPHz8eK1euRG5uLgAgNze3Um7qDMMwDMMw5YX1KIZhbBX2fGIYRnKee+45sURw27ZtcfDgQdHl+8svv8Qbb7yBRYsWoXPnzjqu4FOmTMHUqVOxZ88ezJ49GzNmzMBXX32Fp556CkVFRSgsLMTo0aPRvXt3i7fho48+QkFBAXr16gWFQiEua9euncXPzTAMwzBM1YX1KIZh5ICCtIOCGYZhGIZhGIZhGIZhGMaMcNgdwzAMwzAMwzAMwzAMYzHY+MQwDMMwDMMwDMMwDMNYDDY+MQzDMAzDMAzDMAzDMBaDjU8MwzAMwzAMwzAMwzCMxWDjE8MwDMMwDMMwDMMwDGMx2PjEMAzDMAzDMAzDMAzDWAw2PjEMwzAMwzAMwzAMwzAWg41PDMMwDMMwDMMwDMMwjMVg4xPDMAzDMAzDMAzDMAxjMdj4xDAMwzAMwzAMwzAMw1gMNj4xDMMwDMMwDMMwDMMwFoONTwzDMAzDMAzDMAzDMIzFYOMTwzAMwzAMwzAMwzAMYzHY+MQwVZQHDx7A3d0dkZGR4rLff/8djRs3hru7O1avXo2lS5di+PDhFTp+VFQUFAoFIiIizCWyybi7u+PEiRNG13/yySd47LHHxO8jR47EokWLLC9YOZg6dSomT55c7v22bt2K0aNHS3JuDZcvX0br1q1RWFhYKTkYhmEYhrFdytK3mJKkp6fD398f0dHRUotSgsceewyffPKJVc+pP17YuXMnBg8ebFUZGOvBxieGkYh79+7h+eefR4MGDeDu7o4GDRpg1KhRiI+Pt8r5GzdujOzsbDRr1gwAUFRUhJkzZ+Kbb75BdnY23njjDcyfPx9HjhyxijzmJDs7W8e4VBaHDh3Cp59+Kn5XKBT4999/LSCZZcnPz8f777+PJUuWlHvf8PBweHp6msVg1L17d7Rp0warVq2q9LEYhmEYw6xatQq+vr4gInHZf//9B4VCgYULF+psO2HCBLz44otlHlPKiSPGvFR2IkmbjRs3ws/Pr8Ty8upbluDEiRNQKBQoKirSWa5/LV+8eBFjx46Fr68vPDw80KFDB2zYsKHE8SIiIvDiiy/Cx8cH1atXR7NmzfDhhx8iOzu7xLYbN25Enz59ULNmTdSuXRsdOnTAZ599hoyMDKPyLly4EOPHj0ejRo0q2XLrkJWVhRo1aiAhIcEq55s4cSIyMjKwc+dOq5yPsS5sfGIYiRg1ahRq1qyJ4OBgZGdn49q1a3juueegUCgkkSchIQG5ubno0qWLJOdnKs+2bdvg5+eHzp07l3vfnTt3YuzYsXBxcTGLLK+++iq+++47qFQqsxyPYRiG0WXYsGF4+PAhbt68KS47evQo2rdvrzOBolKpcPz48Qp7MlcEOXm+yklWc6NSqaBWq6UWwyqkpKRg4sSJuHHjBjIyMvD999/jnXfewZ49e8RtQkJC0L17dzg7O+PSpUvIzs7Gzp07cfLkSQwaNAi5ubnitrNmzcK8efPw9ttvIzo6Gmlpafjrr7+QnJyMGzduGJQhMzMTv/zyC2bOnGnp5pqNAwcOoGvXrvD19bXaOWfMmIEVK1ZY7XyM9WDjE8NIQEpKCm7fvo1Zs2bBy8sLAODj44OXX35ZfLhrZnJ+//13NGvWDJ6ennjqqaeQmJgoHic/Px/z589H8+bNUbt2bQwcOBDXrl3TOdemTZvQuXNn1KpVCz4+PnjnnXcA6M4I/fvvv2jVqhUAoFOnTnB3d8eDBw/w2WefoX///uKx8vLy8MknnyAgIABLzy2CAAEAAElEQVQ1a9ZEs2bNsGnTplLbevbsWXTq1Ak1a9ZE7969cevWLXGdIfdef39/rFu3TkfG9evXo2PHjqhRowb69++PmJgY/PDDD2jSpAk8PT3x2muv6Rg59D2XNm/ejJYtW6JmzZqYMGEC0tPTdc6pLUe7du0AAGPHjoW7uztGjhyJY8eOwcPDo8SsV4cOHfDtt9+W2v7SOH78OLp3745atWrB29sb/fr1Q1pamri+qKgIb775Jry9veHj46PjnWWInTt34oknntBZlpWVhalTp8Lb2xt+fn747rvv4Ofnh40bN5bYd8KECQaPu379etSvXx8nT54EADx8+BDjx4+Hp6cnmjVrht9//x0KhULH9f7xxx/Hw4cPcfny5XL8IgzDMIyptG7dGo0bN8bRo0fFZUePHsVnn32GK1euiO+swMBApKenY+jQoQgODsaQIUNQt25d1KpVC7169cJ///0n7q95B2p0gVmzZgEoW9/Q6AuffvopGjRoYHAS5MiRI/Dw8EBOTo7O8o4dO4oDzR9//BHt27eHh4cHfH19MWXKFCQnJ5c4z8cff4x69erB19cXH3zwAZRKpbhNaGgoRo4ciTp16sDPzw+vvfaajifKY489hjfffBOTJk1C7dq18fbbbxv8fVNTU/HGG2+gadOmqFmzJlq3bo1//vkHgGC0+frrrxEQEIBatWqhe/fuOHTokLivRof766+/RJ1p2LBhiI2NFbcpS6c6ePAgevXqhdq1a6Nly5b4/vvvxXUa/WjTpk0GdaylS5fi999/x/bt2+Hu7i7qdRq5/vjjDwQEBMDNzQ2JiYn4888/0a1bN9SuXRt16tTBk08+iXv37gEATp8+jVmzZiEuLk481u+//w6gpL514MABdOvWDbVq1UJAQACWL1+uY9xSKBRYtWoV+vXrB3d3d3To0AFnzpwx+Pubm1GjRmHq1KmoV68eFAoFBg8ejMcffxzHjx8Xt3nvvffQoUMHbNy4EU2aNIGjoyO6dOmCAwcO4O7du2IfnDt3DmvXrsXvv/+O559/Hp6engCAVq1a4YcffsCAAQMMynDkyBF4enqibdu24jJNn2zfvl3sk7FjxyI9PR2ffvop6tevjzp16mDBggXiPhXVj8u6NwyhrR9q7r///e9/qF+/Pjw8PPDhhx8iLS0Nzz33HGrVqgV/f3/s3btX5xgbN24U7+v27duXOXYYMWIEzp07ZzVvK8aKEMMwktChQwfq3r07rV+/noKCgkilUumsP378OAGg0aNHU0pKCqWmptKoUaNo2LBh4jYvv/wyDRkyhKKjo0mpVNKqVauobt26lJaWRkREv/zyC9WpU4eOHj1KSqWSMjMz6cSJE0REdO/ePQJA4eHhBr8TES1YsID69esnfn/xxRepR48edOvWLVKr1RQbG0tXrlwx2D7N8YYMGUJxcXGUl5dHEydOpIEDB4rbDBo0iP7v//5PZ78mTZrQL7/8onOMYcOG0cOHDykrK4v69etHAQEB9OGHH1J+fj6Fh4dTrVq1aOvWreIxANDRo0eJiOjs2bPk5ORE+/btI6VSSfv27aNq1arRoEGDjMqhvT8RkVqtpoCAAPr555/FZWfOnKHq1atTamqqwfabQoMGDWj9+vWkVqupoKCAzp07R9nZ2UQk9K2Liwtt27aNioqK6Ny5c+Tk5ET//fef0eP5+PjQH3/8obNs2rRp1KNHD4qNjaWcnBx65ZVXyMnJiTZs2CBuc//+fapRowbl5uaK537xxRdJpVLR+++/TwEBATrXxeOPP05jxoyh1NRUSk1NpSeffJIA0PHjx3XO3a5dO1q1alWFfx+GYRimdF555RV64okniIgoOTmZqlevTrm5udSvXz/av38/EREtXLiQ2rZtS0REN2/epCNHjlBubi7l5+fTggULyMPDgx4+fEhEhnUBorL1jQULFpCjoyN9/vnnlJeXRzk5OSVkValU1KRJE533z4ULF8jFxYWSkpKIiOivv/6isLAwUqlUFBUVRT179qRJkyaJ2y9YsICcnJzok08+ofz8fAoNDaWmTZvS4sWLiYgoMzOTGjRoQHPmzKGcnByKi4ujgQMH0rhx48RjDBo0iNzc3OjAgQOkUqkMyqpWq2nAgAE0cuRIun//PqnVarp79y6FhIQQEdHy5cupYcOGdOXKFVIqlbRt2zZydnYWdSKNDvfCCy9Qeno6paenU9++femll14Sz1GaTvXff/9RrVq16N9//yWVSkU3b94kPz8/2rJli04/laZjad7l2mjkGj9+PCUnJ1N+fj4VFRXRoUOH6Pr161RUVERJSUk0ZswY6t27t7jfhg0bqGHDhiV+J2196dKlS+Ts7Ezbt28npVJJly9fpvr169PKlSt1tu/YsSOFh4eTUqmkd955hxo3blziuOVB0yalUqmz3Ni1rCEjI4N8fX3F6zE3N5ccHR1FHVSfF154QdSJ58+fTw0aNCi3rB999BGNGDHCoPxTpkyhzMxMevjwIbVs2ZICAgJo1apVpFQq6fz58+To6Ejnzp3TaVt59GNT7w1tfTg3N5fc3d0pKiqKiIrvv2+//ZYKCwvp0qVL5OTkRN26daNTp06RSqWib775hmrXri3eV3/99RfVrFmT/v33XyoqKqKjR49SjRo1aPfu3Tpt0e+nGjVqiM8wxn5g4xPDSERycjJ9+umn1KNHD3J1daXatWvT3LlzKT8/n4iKX0Y3btwQ97l16xYBoAcPHlBycjIBoNu3b+sct0WLFrR582YiEgb/X3/9tcHzl9f4lJSURAAoMDDQpPZpjnfy5Elx2d9//03Vq1cXv5tqfDp16pS4/ttvvyU3NzcqKioSl40ZM4beffdd8bu2MjRjxgyaMGGCzjkmTJhQLuMTEdGKFSuoe/fu4vcpU6bQyy+/XObvUBr+/v70f//3fxQTE1Ni3csvv0yDBw/WWda9e3f68ssvjR7P2dmZDh06JH4vKioiFxcXOnDggLgsIyODHBwcdJT/lStX0tNPP61z7nHjxtHYsWNp8ODBOga26OhoAiAq4ETCYMaQ8alv3770+eefG/8BGIZhmEqxfft2ql69OuXn59P27dvF98aCBQvo7bffJiKiAQMG6Lwj9alVqxbt27ePiAzrAqboGwsWLKAGDRqQWq0uVd7PP/9cZ1JrxowZ9MwzzxjdfteuXeTl5SV+X7BgAdWrV09HB1i9ejU1a9aMiIi2bt1KderU0TFEXL16lQBQfHw8EQnvfG2DliECAwNJoVBQYmKiwfUBAQH07bff6ix78skn6bXXXiOiYh3u/v374voffviBWrduTURl61Rjx46lefPm6SxbvHgxDRkyhIhM07FKMz7p96U+mt8sMzOTiEwzPs2cOZPGjx+vs37FihXUqlUrne03bdokfg8ODiYAlJCQUKo8paFpU61atXT+atasadT4VFBQQCNGjKDHHntMvFZiYmIIAB08eNDgeT788ENq2bIlEQnXbc+ePcst66uvvkrPPfecQfkfPHggLnv33XcpICBAZ7v27duL11xF9GNT7w1tfXj37t06uu+CBQvEe01D586daebMmeJ3zfPi+vXrREQ0fPjwEs+ft99+WzSaGzM+NWjQQOdaYewDDrtjGInw9vbGwoULcenSJWRkZGD9+vX45Zdf8MUXX+hs17Rp0xKfo6OjxQSKvXr1gqenp/gXGxuLmJgYAEJSc004XWXRuF+X93gNGjQQP9eoUQN5eXklkkKWRf369XWOUbduXTg6Ouosy8rKMrhvTEyMzm8IoMR3U5g6dSpCQkJw7do1pKWl4c8//8Rrr71mcFtNJUF993R99u3bh8jISHTr1g0tWrTAggULdH4b7d8OKL2dAODl5aXjPp2cnIzCwkI0adJEXObh4YHatWvr7Gco5O7ChQs4ePAgFi9erLO9JmRA+5j+/v4G5cnIyBDDShmGYRjzM2TIEBQUFODs2bM4evQohg4dKi4/evQosrOzceHCBQwbNgyA8H6aNGkSGjduDA8PD3h6eiIzM1MnpF8fU/QNQHgvlJW3cvr06bhw4QLCwsKQk5OD7du3Y8aMGeL6Xbt2oW/fvqhXrx48PDwwZcoUpKam6oQONWrUSEcHaNq0qVg5LDo6Gk2aNIGTk5O4vkWLFmLbtfcpjXv37qF27dqoW7euwfXR0dFo3ry5zrIWLVronAMoqQNp3uFl6VTh4eH47rvvdH7vL7/8skRRmorqWPrtP3nyJIYMGSKGUg0aNAgASr0u9KnobwLAqG7Trl07UZfShIAaIzk5Genp6eKfsbxLubm5ePLJJ1FQUID9+/eL14qXlxccHR11QiO1iYmJQb169QAA9erV07n2TUVfT9NGX9fV/q5Zpv87lUc/NvXe0MaQfmhILn05AOic15TrQh/WIe0TNj4xjA3g6uqK8ePHY+jQobh69arOuqioqBKf/fz8xNxQN27c0HnZ5ubmYt68eQAEo8CdO3fMIqPGwGCu4wFAzZo1dXI/FBUVlUvRMQU/Pz+d3xBAie/6GFKea9eujUmTJmHt2rXYtGkTAgIC0KdPH4P7ayoJav6MVRjq0KEDtm7dioSEBPz111/46aefDFZeMZVu3bohJCRE/F6nTh24uLjg/v374rLMzEydvFIPHz7ElStXMGbMGJ1jDR06FOvWrcOYMWN08oE0bNgQAHSOqf1ZQ35+PsLDw9G9e/cKt4dhGIYpHW9vb3Tt2hVHjx7VMT717t0b0dHR2LJlCxQKhWhMePXVV6FWqxEYGCi+Dzw8PMSKeQ4OJYcGpugbxvbVx8/PD8OHD8e6devwxx9/wMvLS5Q5JiYGzzzzDN566y08ePAAmZmZ2Lx5MwDoVPSLjo7WMUZFRUWJldgaNWqEBw8e6Bhg7t69C0B4N5sqq7+/P9LS0nTyTWnTqFEj8bja59E+R1nHB4zrVL6+vpg3b57O752VlaXzji+L0tqova6wsBBjxozBiBEjcOfOHWRmZoo5Hku7LvSp7G9iiJCQEFGX+umnnyp8HA1paWkYOnQonJyccPDgQbi7u4vrqlevjsGDB4vXnDYpKSk4ePAgRo8eDQAYPXo04uLidPQjU9DX06yJqfeGBqVSib///hsTJ06s9HnLe13cu3cPOTk5rEPaIWx8YhgJSEtLw7x583Djxg0UFBRApVLh2LFjOH78OAYOHKiz7fz585Gamor09HR88MEHePzxx9G4cWM0adIE48ePx+zZs8XBf1ZWFg4dOiTOjL3zzjtYtmwZ/vvvP6hUKmRlZYkKRXmpW7cunn/+ecyePRthYWEAgPj4+BLGsvLQvXt37Nu3D3FxccjLy8O8efN0koaag5dffhn79u3DgQMHoFKpcODAARw8eLDUfXx9fcU2avPGG29g69atWL16tVGvJ1MpLCzEhg0bkJSUBACoVasWHB0ddWakysuECRPEZKgA4OjoiBdeeAELFy5EfHw8cnNz8cEHH+gokbt378aQIUNQs2bNEsebOnUqNm7ciAkTJmDXrl0AhIHDY489ho8//lhUiPWTxgNCMvV69eqhR48eFW4PwzAMUzbDhw/Hpk2bkJGRIQ7WnJ2dMWDAACxcuBB9+/YVvREyMjLg7u6O2rVrIycnBx9//LFOMY26devCwcFB5x1oir5RHmbMmIHffvsNa9euxfTp08V3UnZ2NtRqNerUqYNq1aohPDy8hDc4ICQCX7hwIQoKChAWFoavv/4a06ZNAyAYBZycnDB//nzk5eUhISEB7733HsaOHVuual3du3dH3759MW3aNB1v8tDQULENy5cvx/Xr11FUVIQdO3bg4MGDOl5cpVGWTvXOO+9g1apVOHbsGIqKilBUVITg4GCcOnXK5Db4+vri7t27ZVadLSwsRF5eHmrXro2aNWsiLi6uxHvd19cXycnJSElJMXqc6dOn48CBA9i5cydUKhWuXbuGr7/+2mYquyUkJGDQoEFo1KgRdu/ejWrVqpXYZsWKFbh+/TpeeeUV0ch5/fp1jBkzBk2aNBGT0/ft2xevvfYaXnzxRezYsUP0ZoqIiMC7776L06dPG5Rh+PDhSE1NFa8ja1Lee+PYsWPw8/NDQEBApc47Y8YMrF+/HidOnIBKpcJ///2HX3/9tdTr4vDhw+j9/+ydd1gUxxvHv0ezgaLYiKiICjYUe8Peezf2HjWxxGgSjYkaazS/aExMLFFjbzH2Gns3duyKRpGmoiAC0mF+fyy3t3e317fcHvN5Hh62zM7O3mx55523NGggaYY9ijRQ5ROFIgNubm54+/Yt+vTpg6JFi8LLywuff/45pk6diilTpmiV/fjjj1GnTh2ULVsWTk5OWi5cW7duRe3atdGmTRt4eHggICAAq1evZmeqRo8ejR9++AGTJk1is6VwU8payurVq9GsWTN06NAB7u7uaNy4sU0zOF988QVq166NypUrIyAgABUqVGAta4QiODgYf/zxBz7//HN4enpi7dq1GDFihNFjfvjhByxatAienp5aFkF16tRBQEAAoqOjMWjQIJvb9vfff6Nq1aooUKAAmjVrhmHDhmHo0KFW1zdw4ECEh4cjJCSE3fbLL7/A398fVatWRcWKFVGlShUUKVKEFbqMZbkDgK5du2L//v345JNP2CyEW7duBSEEZcuWRc2aNdG1a1cA0BLkVq9ejc8//1zL/JtCoVAowtO2bVu8fPkSLVq00JpcaN26NV6+fMm63AHAr7/+itu3b6Nw4cKoUqUKSpUqxVoNAYz1x4IFCzBq1Ch4enris88+A2Ba3rCELl26QKVS4caNG1rf40qVKuGHH37AkCFD4OHhgaFDh/J+a+vXr4/09HT4+PigadOm6N69O2uBVbBgQRw/fhy3b9+Gj48P69ZuKruWLiqVCvv27YO3tzcaNmwIDw8PdOzYkXXvmzx5MsaNG4fevXujSJEiWLRoEXbv3m2RpYYxmap79+7YtGkTZs6cieLFi6N48eIYNWqUQUssPtSD+6JFi8LT09Ogm5O7uzvWrFmDefPmsVl++/Tpo1WmZcuW6NatG/z9/eHp6YmtW7fq1VO/fn38/fffmD9/PgoXLow+ffpg4sSJbJZluVm1ahXu3r2LgwcPonDhwqw7X4cOHdgygYGBuHr1KpKTk1GrVi24u7ujR48eaNy4Mc6dO8cqcQFg5cqVWLBgAX7++WeUKlUKhQsXRo8ePVCkSBHUqFGDtw2FChXCqFGjsGrVKtGvVxdLnw1T8qG59OnTB4sXL8Znn30GT09PTJgwAb/88ovRutesWaM3HqI4BipizVeDQqGIzpkzZ9CiRQtkZGTYZA1DEZaPP/4YBQsWxOrVq+VuCi9btmzB1q1bcejQId797969g5eXFy5evIiAgAD4+PggMjLSJr/6kJAQ1KxZE9HR0fD29saNGzcwYMAA3LlzB3ny5LG6XgqFQqFQuHz//fc4ceIELly4IHdTKBSrePfuHYKCgnD+/HmbXBLFJCsrC97e3jhx4gSqV68u6bl3796NX3/9FWfOnJH0vBRpoMonCsVOocon+yMkJAQNGjTAjRs3ULVqVbmbYxbh4eF4/vw5goODER8fj/Hjx+PmzZu4f/8+nj9/jpMnT5oM4qnLvXv3kJ6ejqCgIERHR2PIkCEAYHHsAwqFQqFQLIEqnygU8Xnz5g3Wrl2rFdONQhECOqKlUCgUM2jSpAlu376NOXPmKEbxBDCxHCZMmIDnz5/D1dUV9evXx/79++Hi4oKKFSuiYsWKFtf5/v17DB8+HFFRUXB3d0ezZs3wyy+/iNB6CoVCoVAoFIqUFCtWjCqeKKJALZ8oFAqFQqFQKBQKhUKhUCiiQQOOUygUCoVCoTgobdu2RfXq1REUFIQmTZrg1q1bAIAnT56gUaNG8Pf3R926dWVL/02hUCgUCiV3QC2fKBQKhUKhUByU+Ph4eHp6AgD27NmD77//Hrdv30bLli0xZMgQDBs2DH///TcWLVqEa9euydtYCoVCoVAoDgu1fKJQKBQKhUJxUNSKJ4CJ16ZSqRATE4Pr16+zaex79eqFiIgIPH36VKZWUigUCoVCcXRyXcDxPHnyoFixYnI3g0KhUCgUisS8efMGaWlpcjdDcoYMGYLTp08DAA4fPoyIiAh4e3uzmVRVKhXKlCmD8PBwVKhQwWhdVI6iUCgUCiV3YqscleuUT8WKFUNkZKTczaBQKBQKhSIxPj4+cjdBFjZu3AgA2LBhA6ZOnYq5c+eafeySJUuwZMkSdj1fvnxUjqJQKBQKJRdiqxyV62I++fj4UKGJQqFQKJRcCJUBGOVRWFgYKlasiLi4OLi4uIAQAm9vb1y4cMGk5RP9DSkUCoVCyZ3YKgPQmE8UCoVCoVAoDkh8fDyio6PZ9b1798LLywvFixdHrVq1sHnzZgDArl274OPjY1LxRKFQKBQKhWItuc7tjkKhUKTg/fsIJCZGwcengdxNoVAouZT379+jT58+SElJgZOTE4oVK4aDBw9CpVJh1apVGDZsGBYsWICCBQti3bp1cjeXQqFQWCIARAGgUhSF4jhQ5ZMO2dnZyGWeiBQjqFQqODlRA0GK5SxdWgYAMGsWfZ9QKBR5KFu2LK5evcq7LyAgAJcvXxb8nFSOojg6VDaUhjI5/+nbhEJxHKjyKYf09HSEh4cjIyND7qZQ7AxXV1eUKVMGbm5ucjeFQqFQKBS7hMpRlNwElQ0pFArFcqjyKYfw8HB4eHjAy8sLKpVK7uZQ7ARCCGJjY81KP02hUCgUSm6FylGU3AKVDSkUCsU6qPIJjIl4RkYGvLy84OJCfxKKNl5eXoiLi0N2djY1s6ZQKBQKRQcqR1FyG1Q2pFAoFMuhb0uAjU1AZ+oofKjvCxrDgkKhUCgUfagcRcltUNmQQqFQLIcqn+yU3bt3o3bt2ggKCkKlSpXQsmVLZGdni3Kujh074vHjxwCA//77D7Vq1ULNmjWxbt06jBo1CqdPn7aoPpVKhfj4eBFaqoHbZl169+6N9evXAwBmzpyJLVu2AADOnDmDo0ePitouCoVCoVAo8jJ79myMGjWKXb9w4QJUKhXOnDnDbhs7dixmzJhhtJ6lS5fi1atXYjWTYoTvv/8eqampVh0bHx+PhQsXam2zRp6lUCgUirBQ22g75OXLlxg9ejRu3LiBsmXLAgBu3rwp2ozi4cOH2eW///4bdevWxapVqwAAw4cPF+WctsJtszHmzJnDLp85cwbx8fFo3769WM2iUCgUCoUiMy1atMCIESPY9dOnT6N+/fo4c+YMmjdvzm5buXKl0XqWLl2K5s2bo2TJkhadPzMz067cD+2tPeYwe/ZsTJo0CXnz5tXbZ+p61MqnadOmsdvWrFkjSjspFAqFYj7U8skOef36NZydnVGkSBF2W61atVjlk6+vL7766ivUrl0bFSpUwP/+9z+23JMnT9CpUyfUrVsX1atXx2+//cbuu3z5MoKDg1GjRg1Ur14d+/btY+sLCQnBxo0b8fPPP2P37t0ICgrCgwcP0Lx5c+zduxcA8P79e4waNQrVqlVDjRo1tAQ7XZYvX4569eqhXLlyWLduHbtdfS41derUYWcimzdvjilTpqBp06YoU6YMZsyYgcOHDyM4OBi+vr5YsmQJbz2PHj1Co0aNULVqVXTv3h0JCQlsuWHDhmHp0qUICQnBypUrsWXLFgQFBWHOnDkYP348FixYwJZ9/PgxSpcujczMTFNdRKHYTFpaotxNoFAoFIekQYMGiI6ORmRkJABm8mnmzJmsvPHy5UuEh4ejYcOGWLJkCerWrYugoCDUrVsXly9fBsBMXkVHR+Pjjz9GUFAQQkJCkJGRgWnTpqFevXoICgpC37598e7dOwCMvDFixAg0bdoU1apV02pPcnIyvLy8tKyovv/+e3zxxRcAgC+//JJtQ9OmTbUsu1UqFb777jvUrFkT/v7+rDU3APzzzz+oVasWqlevjmbNmuHBgwfs9VatWhUjR45EUFAQ9uzZo/cbHTp0CHXr1kWNGjUQFBSEK1eumKyzWrVq+Oyzz1CjRg1UrVoV169fN1nftWvX0LJlS9SpUwc1a9bEzp07AQBhYWHw9PTErFmzWHlWPbE4duxYAECTJk0QFBSEmJgY3t934MCBqFOnDqpXr45OnTqxv+/YsWORmJiIoKAg1KlTBwC05NmYmBj07NkTgYGBqFatGjvhCjDy5cyZM9GwYUOUK1cO8+bN47nDKPbAIwA0tyaFoiyUNQ0iEdu2dcW7d/+JUnfhwuXRv/9+o2WqV6+O4OBglC1bFs2aNUOjRo0wYMAAlCpVii3z+vVrXL9+HbGxsahVqxYaN26M+vXro3///ti8eTMqVaqE5ORkNGjQAPXr10f58uXRvXt3/P3332jSpAmys7P1XOOGDBmCZ8+eIT4+HkuXLtVr16RJk5AvXz7cuXMHTk5OePPmjcFryJMnD65evYpHjx6hbt26GDx4sFmzbi9evMDp06eRkJAAX19fvHv3DufPn0d0dDQCAgIwYsQIeHp6ah0zePBgjB07FiNHjsTdu3dRp04dDBgwQKtMUFAQxo4dq3Vtjx8/Rrt27TB16lQ4Oztj+fLlGD16tOJmBynK482bh1i+vAqaNPkWLVtSwZZCoTgWXQGII0UB5QEYl6IANzc3NGrUCKdPn0bfvn3x/PlzdOzYERMnTkRqaipOnz6Nhg0bIm/evBg8eDAmT54MAPj3338xbNgwPHr0CDNnzsSff/6JHTt2ICgoCACwYMECFChQAFevXgUAzJ07F9999x1+//13AMCNGzdw4cIFeHh4aLUnf/786NWrFzZv3owvv/wShBBs2LAB+/czVzJ16lT89NNPAIDt27fj888/1woToFKpcOvWLTx79gx16tRB48aNkT9/fgwYMABnzpxBYGAgtmzZgt69e+P+/fsAgIcPH2L58uVYu3at3u8TGhqK4cOH49y5c6hUqRIyMjKQnJyMmJgYo3U+evQIa9euxfLly7Fy5Up8++23+OeffwzWFx8fj9GjR+Pw4cPw9vbG27dvUatWLTRq1AgAM6lZvXp1zJ49G0ePHsXnn3+Ojh07YuXKlVi1ahXOnz+vJfPp/r5Lly5FsWLFAAALFy7E999/j5UrV2LlypWswpCPCRMmICAgALt370ZMTAxq166NGjVqoEGDBgAYy6nLly/j7du3KF++PIYPH64lg1Pk5xqAegCGA/hT5rZQKBTzoaNsO8TJyQm7du3Co0ePcPbsWRw5cgTz58/H9evX2ZSuI0eOhEqlQtGiRdGzZ0+cOHECnp6euH//Pvr168fWlZiYiAcPHiAmJgYBAQFo0qQJew6uZZU5HDx4EFeuXGGzeqg/+HwMHDgQAFCpUiW4uLjg1atX8PHxMXmO3r17w9nZGYULF4afnx86d+4MlUqFUqVKoVixYggLC2OFQABISEhASEgIhg0bBgAIDAxEcHCwWdcTEBCAKlWqYN++fWjXrh22bduGu3fvmnUshWIt0dHXcfHijwCAK1d+oconCoVCEYEWLVrgzJkzKFu2LOrVqweAsYi6fPkyzpw5gxYtWgAAbt26hfnz5yM2NhYuLi54/PgxUlJSkC9fPr069+7di/fv32PXrl0AgPT0dPj6+rL7+/Tpo6d4UjN8+HCMGjUKX375Jc6cOQMvLy8EBgYCAI4fP45ly5YhMTER2dnZiIuL0zpWHb/Kz88PTZs2xblz51C4cGEEBgaydQwcOBDjxo1DVFQUW7ZZs2a8bTl+/Djat2+PSpUqAQBcXV1RqFAhHDhwwGidFSpUQP369QEADRs2ZBVmhuo7fPgwnj17hg4dOmid//Hjx/Dz80PevHnRs2dPtr7//jOustT9fbdu3YpNmzYhNTUVqampKFq0qNHj1Zw4cQI3btwAABQvXpyVo9XKJ/UEZtGiReHn54fnz59T5ZMdsR+AWnLaCap8olCUBFU+8WDKMkkqKlWqhEqVKmHMmDFo37499u/fz87O6aJSqUAIQZEiRXhneg4dOiRya7Xh+ug7OzuzrmwuLi7Iyspi9+kGk9Q9zlA9xrAkNtbnn3+ORYsW4c2bN2jTpg1KlChh9rEUijWsXl1X7iZQKBSKqNiDFNWiRQusXbsWZcqUYeM8NWvWDKdPn8bp06exfv16pKeno2fPnjh9+jTq1q2LhIQEFCpUCGlpabzKJ0IIli1bhrZt2/Ke093d3WB7GjZsiOzsbFy9ehXr169nY2qGh4dj/PjxuHbtGsqXL487d+6gadOmRq/NHDnHWFusxVKZjBCCqlWr4tKlS3r7wsLCkCdPHvZanJ2dteRDPrjXdOHCBfz666+4fPkyihcvjv3792PmzJmWXA6L7u9pjexJkY5ucjeAQqFYDY35ZIdERUXh4sWL7Pq7d+/w/PlzlC9fnt2mzuYWFxeHPXv2oFWrVggICEDBggW1Yiw9ffoUcXFxaNSoEZ48eYLz588DAO/Mmim6du2Kn376ic26Z8ztzhAVKlRg4wBcvXrVYMY6cylYsCBq1qyJjRs3AgDu37+PCxcuGCz7/v17rW1t27bFq1evMG/ePIwfP96mtlAolkPTklMoFIoY1K1bFzExMdiyZYuW8mn79u14+fIl6tWrh9TUVKSnp6NMmTIAgGXLlmnVoSs3dO/eHT///DOSk5MBMLGc1C5p5jB8+HAsW7YMhw4dYq1r3r9/D1dXV3h7e4MQohWrU41argsLC8P58+fRpEkTNGjQAHfv3sW9e/cAMO56pUqVMstCp127dvjnn3/w6NEjAEBGRgbev39vdZ2G6mvUqBGeP3+OEydOsGVDQkKQnp5uso0eHh56MhuXd+/ewcPDA15eXkhPT9eK21SwYEGkpKQYPE/r1q2xevVqAIwsu3v3brRp08ZkmygUCoViG1T5ZIdkZmZizpw58Pf3R1BQEJo0aYKhQ4eiWzeNrr9YsWKoXbs26tWrh/Hjx6NRo0ZwcXHBwYMHsXv3blSvXp0NNpmSkoLChQtjz549mDZtGqpXr45atWppKbjM4eeff0ZaWhoCAwMRFBSE6dOnW3xt8+bNw++//44aNWrgzz//RNWqVS2uQ5eNGzfijz/+QLVq1fDdd98ZnDHs0aMHQkJC2IDjADPbNXLkSBQvXhwNGza0uS0Uii6EELmbQKFQKLkOV1dXBAcHIzExkXUH8/f3R2JiIoKDg+Hq6oqCBQti3rx5qFevHmrXrg03NzetOiZOnIhPPvmEjR80depU1K1bF/Xr10f16tXRoEEDg3GF+Bg8eDC2b9+O1q1bo3DhwgCYcAH9+vVD1apVUbduXVYRxiUrKws1a9ZE27Zt8euvv8LX1xfFihXDli1bMGTIEFSvXh0rVqzAzp07zbKKqlChAtatW4dBgwahRo0aqF+/Ph4/fmx1nYbqK1y4MA4dOoQFCxagRo0aqFKlCqZNm8ZOYhpjypQpaNOmDRtwXJf27dsjICCADSnBDclQpEgR9hrUAce5/Prrr3j48CECAwPRokULfPvtt6w7IYVCoVDEQ0Vy2cjIx8eHzX6iJisrC6GhofD394ezs7NMLTMfX19f7N27V+tDS7Gezp074+OPP8bgwYN59yvt/qDYB7NnM8L6zJnZWoK7ejsA5MlTENOmGZ7ZpVAowsInA1AswxHkKCWhUqnw7t07vWQrFHmh97z4qKUl3YEqVxXqDoDmDqZQpMNWOYpaPlFyLeoA7k5OTnrZ8SgUW9DW6ecq/T6FQqFQKBSKJFAJi0JRFnavfJo4cSJ8fX2hUqm0TJt9fX0REBCAoKAgBAUFYceOHfI1UmJ0M75RrKNOnTp4+vQp9u/fT2etZCA9PQn//Xfc4d3SHP36rIX+LhQKhWIaQgi1eqLw8hLAEgDGw7QrEyohGCcdwGu5G0GhWIHdK5969+6NCxcuoGzZsnr7duzYgZCQEISEhODjjz+WoXUUCsUaCCHYvr07Nm9ui//+O8a7//HjA0hLU6oxde4Qm5KSXiM9/YPFxx09Oglz5jghKytDhFZRKBQKheLYJAMoBWAKgL959mcAmAMgQspGyYDS07bcgnV9FAygJIBUUwUpFDvD7pVPTZs2hY+Pj6jnMCc4I4ViL/eJI1iMHD06Cc+fnwQAvHv3n97+x4/3Y/v2rti3b5jELRMG893u7OOespbFi0vihx8sT+d95covAIC0tAShm0ShUGTAXr6PFIo5pEG4KSK57v1+0FxDLM/+rQBmAeglWYuERfmSrnnUAqCfYsA013L+pwjYFgpFCuxe+WSMIUOGIDAwECNHjsSbN2+srkelUkGlUiEjg87CU/TJyMhg7xG5SUyMxpw5Trh2bYXcTbGJq1c16az5lGlqhVRk5BXJ2iQsuUVsyt2kpLzD7dubQIh+5qb4+Be4ceMPh1AWA0BmZipiYsxPKU/JXVA5iqIUkgHcBfDCxnrklg0PcJb5vjLxOf+VavnkGF9O8ZF/ZGIbz8FY76Xx7LsIYBCATElbJB5RADbI3Qg7wEXuBljLuXPnUKZMGWRkZOC7777D0KFDcfjwYb1yS5YswZIlS9j1pKQkvTIqlQqenp54/fo1SpUqZRdKBop9QAjB69ev4enpaRf3RVjYWQDAkSMTULfupzK3xnpUKhVnUK4vYmRnM58aJydlvqK4Cgdjygd7uKfEIDs7E7durUOVKr2RL19huZsjGnv3DkFo6EG4uORB1ap9tfb9+WdjJCZGoWTJmihVqq5MLRSOHTt64OnToxg//jG8vPzlbg7FzqByFEUpqB3F3wIobWUd9iAbqqCRnowpaqgSR5kkgVHKTANQzkg5pb9pewO4CSAAwGidfcE5/0cCaCFlo0SiCRhlWxUAypcKrUeZIzsAZcowRoqurq6YNGkS/P35heHJkydj8uTJ7LohF77ixYvjxYsXePLkifCNpSiavHnzonjx4nI3A4DjKCv4LEW4ZGcz4TOdnBwhEHzuE/1u3VqHgwdH47//jqJv311yN0dwUlLeIS7uKV69CgEAJCRE6ZVJTGS2OYpr4dOnRwEA8fFhVPlE4YXKUcqAQPkDVlv4AEbxBAChNtQjt2zo6JKFudfnqL/DcgB/ALgN4F8j5ZTqwnQbwFlogqYbix7qKH38POd/vJyNsAMUqXz68OEDMjIy2Owf27ZtQ82aNW2q08nJCeXKlUN2drbDuEk4Gqmp8fjrr55o2XI+fHwaSnJOlUoFJyf7e7UT4oi5TTSor0+lUqryKXe/Q5KSXgIAYmLuydwScfjjj9qIj38OV9f8OVtyj3Ub/T5SDEHlKPvnKYAgAD8D+ETepsjG3wCG5Szr+0KYh73Jho74tDniNVmCOpD4OxPl7OcutIwgnXVjkpJSpah0ANkA8srdEDvD7pVPY8aMwaFDh/Dq1Su0a9cOHh4eOHbsGHr16oWsrCwQQuDn54eNGzcKcj57+phQtLl/fxvCw8/hr7964quvYuRuDkUg4uKe6m3TuN0pU/lkrtudo6JWGsbGhiIy8gp8fOrL3CJhiY9n5q8yMpJlbol47N49EElJrzFkyAmdPbnvfqZYhtLkqFTknsHBcTDXOwvAWJnbIiZqpRJfOgwCzcBemRKGPo45zWMeSlVMmEJ9b4YCmA4mcyHfoF1Zb1vrUGofewOIg77UlNulKLu/Z1etWoXIyEhkZmbi9evXePr0Kfz8/HDr1i3cuXMHd+/exb59++Dr6yt3UyXn7dtHWLOmPuLi9LOFOTKOZkmgy4YNLbBxY2sDex3v2tWZz7io3e4c3/LJ8foTAFQqzadl7doGuHlzrYytkY6srAxERV3VUjhyfwslcffuVjYjJZfcqEylOC47AeSDdvBmivLxyPnjwxG/utZacNkz5n5pHPHaAW3F6A8AJhko52j3cyyAidAoiAHlXmOc3A2wU5QpFVMAAMeOTUFU1FWcPTtb7qaIDiHZeP8+XO5mSEJY2BneQR8AZGQY84p2HNRud0oNOK6NYREqNdWUQbUyycrSzlty+PBnBstmZvLlOFEWSUmvAAB//dULa9bUx86dfTh7lSo2GYIqnyiOgzrz0E5ZWyEN8QDUPgKO9layBEccEPL1Z27uY0dAN4f77wbKxQO4JG5TJCEk538FAMsAeHH2Odq9nNulKKp8UjDqGWhHtwQCgJMnv8WlS/+Tuxmyk5T02nQhheHh8ZHeNqUHHM/t1iH//rtUaz0rK5233JEj4zF/fl4kJ8dK0CrbePnyJjIyUnj3qd9NoaGM/cTDh44XZF3N+/dKTdxNoeiTm97UwwBcy1l2fKnRMIlyN0BilHqPK7XdQrHEdBEAQEsAjaEJZm2vEDAB1KMN7FdPBMTn/OcGNXC099VuuRsgM1T5pGiYV7M6Po4jc//+drmbYBe8enVL7iYITvny7QDoxklyHLc7R1VEGbuutLT3ZtVx7x7zXMfF2Xd2rFevQvDHH7Wxa1d/i491tMmBQ4ccOVIMJbcSZmB7ds6fI3BT7gbYCY44NaD+Gj+HJmuYeptSv0COKTkJz8Oc//Y+NX0GwBgAba04Von3sLH79w/JWmGfUOWTglEP/u7e3QqAySyVmqoZ9B0/PhUnTnwjS9uEJj4+jF1OT3dUD2/TPHjgeM4BKpUTsrIyMGeOExYuLATAsQKOO64IZf51abLCKRN1UPzHj/fJ3BJpIMRRhtsUinHUb7HzOf83QjOYA4CyAMpL2iLx4NosquC4XyZTXJW7ASKwE0yMHD8AgTK3hWI71jyb9v48q+3b71txrBKVT1SKMgxVPikY7gAhPT0JK1YEYtWqmuy2S5d+xMWLC+VomqhkZCRj796hrGsWIQTPn592GEWbuRBCcPfuNkW4LKlJT0/CuXPztbapVM64c2czACAtLQEA1+3OEWI+OSZ8lk8JCVHYubMvT1njn2F7tg7Lzs5i70/rUIbY9OzZCXz4wESZUD9/FIqjw30zxQEYCqAKZ1skDFtFKZmXYAYA8WAGrdcAzABQAoDj29JrSAcwDtoKR3snGkAnnW0ZANbkLNu7+5W52K9UIA7q6z0J/sG5KWnYnn+vBACD5W6EyBAAXwK4krNOpSjDUOWTglG7JgGaQbs6BbjSef8+HEeOTDRo5XT79kZER19DbGwo5sxxwsaNLXHx4kKkpDhOKMnYWOOuSP/9dwy7dw/Ajh09JGqR7Zw7Nx+nT3+ntc3JyRmPHml7QFO3O/uHT6F0/PhXvNZ5mZmpett0ahOoVcJz+/YGmyyelOB2Fx//Aps2tcHatQ0AaH9bKBRHhpvuwNRbSmkcAaP6fmykzAMAxwHUAzAPQAw0MVccAVO24rsBLAdgKL+wPTITwGGdbR8DcLygDLkLtRS02sB+U0ph+5WigN9g3vvV0DXYvxTFWHQtBtAgZ51KUYahyicF8/z5KXbZ0eI+7d07DFevLsOVK8sMlsnOzkRo6CGtba9f3xW7aZLx22/+Wuu6Sgx1hq3o6GtQCh8+vOLZqtKytCCEsPfzixdnFekC5KgKJ230FWyZmfwBuU3WZMe/F9fl1xhhYWdEbYeYqJX27949A0AtnxyJ1NRUdO/eHf7+/qhRowbatGmDp08ZN9KYmBi0b98eFStWRLVq1XDu3DmZWys9ZzjLyvvSGGdqzn9jdpvZ0HeDOSNKa+RB1w43XmddnQpDOfbj/EoIF53tj6D5Qr+GJg6UkuBKBWkGtiuVdGhfE6B5/1hr788nXdsLXMWTMUWSoSDrSuhz3eeSSlGGoconB8GY8ikhIVLClghDWNhpAMCHDzEGyxBC9KwK3r37T9R2ycmePdpGq+prt+eBuy78iiSiZWkxZ44TEhI00SnevFGSQTwfmv4xdj8rhVOnZuDYsa+0+lK9bExRaFyJqJx72BAnTkzj3R4efkHiltiObl/puvYq6Z1DAUaPHo3Hjx/j9u3b6NatG0aNGgUAmDZtGho0aIAnT55g3bp1GDBgADIyMmRurXwYe0OdlKwVwqGeigszUU53MPhW+KbYBQkAaupsU1+7khSPfG1VQXvwWxna7ndK9Ikw9JVRukQIAIUB5NXZppaCjSmfjEW8fWRTi6TDGuXTJjEaIiLp0FdG6ZoJXIUjSL7WQZVPDoKxmeq//+4nYUuE5d69bQb3MQMk7dfYhQs/iNwi6cnKSsfq1fVw9+4Wre179w7N2a87f2K/8CkgwsMvID7+hda2t281jgLKdAHid7u7fXujHI0RlPPn5+Hy5Z90shMy/WrsPXTv3g7R2yYv/GLEo0d7pW2GFWRkaObFly3z13rmCMnGtm2dtcrPmeOEqCjlWFzmZvLmzYuOHTuykxUNGjRAWFgYAOCvv/7C2LFM9sK6devio48+wtmzZ+VqquwYsx8fLVkrhOeYkX36UhRgnf2qffMWQCHoK+KG5PxXksr1vIHtJ3TWEzjLSlKu8cH9uv4mWyuEI5lnmzmWT+osaXwK4sY2tUhcuP1nTPkUbWC7EhSOXMuzPNC2fPoAxrWZS31o4rTlNqjyyUE4f36+wX2JiVEStkRK9C2f1FmpHInbtzcpyrXOGIYsJmJjtaNScC2EHMntjqtUUzra/UJ4tmkTHx+G7OwsrFwZxFOX/c7/6LbNnttqLcnJGlE2Lu4JsrLS2fWbN9cgMvJfvWNOnZouSdsowvLLL7+gW7duiI2NRUZGBkqWLMnu8/X1RXh4uIytkxdjWe2UHA9quJF9BPqDwZUitkUuvpa7AQISxrPtHZh4XVyUECfHGIZyBjtqvmu1ssLwlDvTzykAionfHFmoamC7EqK/huqsc+3FfzRwDF9MOgJ+5aQjQZVPDsLt2xu01rmBuuPjw5CVpaR5HQ3GgvXGxobi/XvHF5Tv33ccixG+mEAxMfpxujIyNK9e5cef0YhNSgg+bT58MZ8MD9EuX16M5OS3eP36ttG6lIqSlVL58nlprT9+vJ9djo6+znuMSqUvPty7tx1r1jTQUl5R7IcFCxbg6dOn+OEHyyyElyxZAh8fH/YvKUmZw7+XsCwOxxXOcjSA98I2R3Qq5vx3N1JmCwDddAq6gyh7JxtMXCNjOLo93yGebYaUN0pHedOR5qF+NxlTPMyDtkUbF3vuY27bjL2DvQxsV4LyKY/OOlexZCgeF9+IYDiAAmAUjY4KVT4pgJSUd5gzxwXXr68y+5gffvDQWleuRZDhwfrBg2Nw+fJiCdsiPNu2dcHs2SqkpSUCYNKd62PPnxTLePhwt+lCALjXbG7AZ/tCyTk7zIPP8ik727CSOyXFcEhX+1bc6LaNv62GrBOVYLmXL19hrfVr15azy4b6Rp2JMjMzlc22umtXf0RFXcGbNw9EainFWn766Sfs3r0bR44cQf78+eHl5QUXFxe8eqURi8PCwlCmTBm9YydPnozIyEj2z93dmDrDPvkPwEcAhlpwTAOddUMuIfaKWsA39gZaDeCUkf1KwBlASQD3wLgjfcdTxk/SFtkHXGnDnr+whjCkPFOaEtgY5iplzCEbmgD69oa595+hlBdKSKlVW2f9V86yIclfvf0GNO9htSnJC/3iDgNVPimAgwdHg5AsHDo01uo6HMviwnEIDT0IALh6dRlWrAjEpk1t9Mp8+PBG6mbZFfnzG5oLUQbcwTuftYhS0c1QyPy3TtFy/foKHD36hSDtsjdSU5U3f6XOesdgSPnE3Mvz5+fDwoWFtPYpQeGWm1iyZAm2bduG48ePw9PTk93ep08frFzJOFldu3YNUVFRaNasmUytFJfKOf+3GC3lWKidvJUTFdI2fgTjjmQ4CEXugvvlUeIb2ZDyie+LpMTrA4RVPrWGvvWNo2CvSjUuuqNsczL8qbfXAdAKyoo9ZwvWZnSkSMiDB3/L3QTZyC1Ksxs3Vhl0IeR3U8o9ODkp7zWlbS1i3O0uJuYeihevJkGrhMXSmE/GULuWtm//s63NEp24OMsyaipREaMdcNyQ8kn7Xo6NfcI5RnnX7KhERkZiypQp8PPzQ4sWLQAAefLkwZUrV7Bo0SIMHjwYFStWhJubGzZv3gxXV1eZWywOfEK9pdYgSh0Y3JG7ARJx2sg+JVr+2MpezvItALVkaocQcPuP7+vyL4BGErVFSIRUPtkzus/fXxYer4QkCLrSvTnvHN1jlJKx0FaUN6qjAGAGrJbw+PF+FC1aSaTWUGxF7XZH0WfduiYYOfIyYmNDUaPGENMH2DF8A3ndNPbKQT/mk327zwnDb7/5W1Q+ISFSpJaIh3acNcOWTy9eaPIuXbr0P80RueA+UAo+Pj4G+6NEiRI4dsxYLjTHxtIrnwVgjxgNoQiCsTetkgPGC8EoMMrTi1BO2npD1k58yielKoa5mKt8coSv68cWlr8lSiuERbdf6sC4Qhxg3M9mc9arG6nPkXAcH5BcRmTkFdOFOJw4MVWklohLYqLSoixYhxJdc6Rk7dqG2LvXkmgd8sKNeWPICkpNfPxzZGczHu1Xr/6uFezZnuFTUERFWfZeUgK2KlKUH3zbsPJp/fqm7PrNm6s1R1DLJ4oCiDOyj+8O3itSOyjic1HuBlgBARP8XahB6KcANgtUlxRwLfa4vwHfwHUNNMrHGgCGidQmocmtlk+5AXMULC8AfC9yO+wRqnxSIP/+uxTXry83uP/lS/N0xG/fPsLz56b0shSK5bx8eQsLFxZCVBR/EGZH5/59baNidUBmPkXGvn3DsWvXAADAkSPjsX17N/EbKADarlmOrGzIfWKTp6cvu2xI+ebkZNg9y7HvB4ojUB2AMTvaI2bWsx3ADNubIyof5G4AxSrWAAgAYH6qIceCqyh7B2AdmMDTLQyUbZmzfAeaoM32Dvfram5QbSUGI8kNUpRuv3ClIEOWecZ8mBz5N6PKJwXyzz9f4OXLmwb3G4oR9OpViNb6779XxsaNLXnLUpSHPQUmP316BtLSEnD27PfstpSU3GHd9ebNA1y9qslzcfbsbCxcWAgREZeQmBjFe8yDBzt5t9szsbGahNzmWwc58udUuSQlaScCLlCgOLv86BG/o1HFip2M1Ej7mWLf3IXxwZ6hdOaLdNb7g0l/bs846hSj0BmwUsEofJIErtda1ArQ0wBicpZzi5PsWgB/cNZrAhgBYDkMK1+eQHlfHu6zKZTbXW5JMGBv6Gbq40YHXWvgGGOxj0Jsao19Q5VPDkhmJr93+6pVNSVuieW8ffvIYPsdhYSESOza1V9Ql8J//pmMn34qjhs3VpsuLAFPnhzK+X8Yq1bVQlpaAn78sYjMrRKe16/v4NGjvVrbtm7trLV+5covAIA//2zM/i586CqH7Z2zZ+dw1oQR+bgKLUfi3r3trILu2bMTOHLkc5lbpI36HlWTJ09BdllttafLvn3DDNZHLZ8oSueEge3TJG2F5RAAPwF4oLPd0Z7IQwBcARwVsM58AD4BMF3AOm1BrUT4C0AJMMGI28nXHNHYBGC8zjbd50w9dfk5gK+M1LVOqEZJBLc/hVKmXoH9KaC4EmJRK+sYDk3g8VVgLN3sSdl4XGedP4WUNsb63JGDj1PlkwNy6NCnBvf9++9Sux3kvnnzAL//XhkbNrTU2f5QphaJw7FjX+Leve04efIbk2XNtSj5918mS9ijR7ttapsQ6LqcvXp1C7dvKyXEpWWsXFkDO3b00NqWnm5d8HglKIe5hIVp5uzMt3wybjD+55/BOHt2rg2tsk927eqP0NADAIBNm9rg6tVfkZ5uP84w+nGpbBPpaMBxitL508i+RjA8ky03Z8AMzgN1tl+Svimiop5mE8O96qkIdVrKcACHdbYpKV6TJQwB8DuEUZCOFKAOuRDK7a4ZgMo2tkVMCll53HpoXFDHgrEasx8pCsgrcH1KjxZqDKp8ymX8888XdjvIVVs9REZe1toeFnZGhtaIR1YWMyfx9q3wem114Go5+ftv/TwW9tAuMdm/f5RW5i9bEbIuaSB4+tScOWjjSonk5Dc4c2amME2ykqysdFy4sAhJSa8BCKdIOXp0ks557Gdu8tkzbTuP0NCDNtVHLZ8ojsxlMNnD7BG1naLuE2ivyjJb0VXQCMF7Eeq0lPU8256IeD57yLnrDOAbMC6GbwWob4oAdUhJJgBzpB9zJJLnkFd5EQOgIYCrOevcNtsSs+oLnXV7ynJozIXOGqjyiUKRkcOHP5O7CYIRHn6RddOKirpqvDAASy0QHNVtSU1iYrTWQDk2NhTr1zdDfPwLGVsF3Lq1FuvXN8WuXf2RnGy72MTNIqYECCHYsqWDYPXdubNFsLos5erV33Dy5DTs2TM4Z4vmGSxatJLV9cbHP9dat6cseM7OboLWl52dgWPHvhRFwU6hUCznrNwNEJBFAPblLBuKzWULr0wXkQVjUfYs4Qy0XdfWgXGF2iVQ/bawEIyLoRAsEageqcgAYI7dt7mjghE2tMUWEsAEhf8XwGCe/UJaFtqT8klowsEo6pTmSmoOdq98mjhxInx9faFSqRASEsJuf/LkCRo1agR/f3/UrVsX9+/fl6+RFEHIDa4a69YFW1TeUX4TZ2fDmbEs4fffK2PTpjZITY0HwFjyvXhxTiuwuZzcu7dd7ibIhHn3qbn38549g2xpjNVcvfobjh1j5kvfv9dXaAqpTMnKsh+xSeg4eydOTMPly4uxfn1zQeulUCjGMfSGfW5guznYWxROseNu2f3AyEZagIkLplayqdOdGI5ISZECc/0DzB0VyDWFNxb6MefEGsnYjxQF+Alcn/p5HC1wvfaA3b9je/fujQsXLqBs2bJa28eMGYPRo0cjNDQUU6dOxbBhw+RpoAPgqC4ScXH/YceOnvjwIcZ0YbvFMZRPz5+fEqQedfDjjIwUre2OoqRTKub+/oSYm89FHq5eXSbZubKz7UlsEha1hdiHD69lbgmFIh7cJ9gRv0ApADaCCcQtzBdcHm5YWN5eU9n/YbqIRRCd/xR5MVciiBO1FbbDzcWufpbEuse4CrsPkNd9tJlI9drr+8gW7F751LRpU/j4+Ghti4mJwfXr1zFoEDM73qtXL0RERODpU3sIE6gMrl79nV22n4G7MO1ISYnD1q2dsG5dMB492oPz5xcIUq8czJ0rjMWQ3Dx8KKxBt0qlfnWJ/WmzHwjJxqVLP8nuYsiPeb+/vSY7UKO5r8SHa/n0zz9T8OefjSU7t9jExdFvMcXx4aZGsZcvkFDtuAwgP4ChOev7BapXDupYWN5eB3sXBa5P9zrt9bqFJAFANdinlZe5yid7lAC5qAwsiwH3N/OH9Zn0hECsb4DdK2qsQJHXFBERAW9vb7i4MOG9VCoVypQpg/BwcxIbUgDgyBFuYlP7EJuEUoL9++8vePLkMJKSGKNie3JvERv7USSKi0ql0vqfGwgNPYTjx7/C2rUN5W6KHubed9nZ9m35xBWV1Nck1jPFjfn0779LEBEhXz4qHx9h76moqCuC1keh2CMXOMuOZj+uOzh3jGkw81DkwMgG1F+43CBN/QzgPoDOMrbBkHudUNnu5EbK9nFdgqMlPC8fKaaLWIUjvo8c8Zq0WLJkCXx8fNi/pKQkuZtkdziawiIyUncQ51jXRwF0P2+Odg/rkpwci+3buwIAkpJeytaO589P824313U3PT1RyOYITkJChGTn4nO7Ezr2krl4eHwky3kpFEfB0b5A83XWL/OWojgC6q+3vSs1bOUagO9lOnckALXkttJAGXOVT/ZuV/yQsyz2PcUnMQmRKdEaPhWpXkdU1CjymkqXLo2XL18iM5N5VAkhCA8PR5kyZfTKTp48GZGRkeyfu7u71M0VFHEG2Y4lNummDXd0xQQXKQfPcvLmjTqcYe5wu7t9e4Ns5165sgZmz2Z+57CwMwZKmff7Hz36uTCNEoFnz04gPV1/ciIyUpxhF1+2u5SUd6KcyxRCu8VSKLkNe7F8EutLKLTLlz2TW3J0bpK7ARLztYznLg1APcVjyC7Y3FhO9itF6QfHVkvoP4t0Pj5rI2Fz95qPWNGFFamoMYEir6l48eKoVasWNm/eDADYtWsXfHx8UKFCBZlbJjzp6R+01t+9+0/wczhqwHE1qanvcPfu1lyjhJLzOmNi7klynlOnvkVaWgLrdueIffvo0V4kJTEBm+W8vtev7wAA3r17hps3+UOenjz5jVl1paTYb6jMTZva8G4PDz8vyvn43IHleBcnJERJfk4KRUp0ByhixHtxbCmKoSSAZLkbIRFyBmtYLtF5pgH4B47tdjcYgPoLHiZjO9RcAbDZwL6hBrYridU66+p7Sqz3I5/ySY77+I6IdTuLWLdc2L3yacyYMfDx8UFkZCTatWvHKphWrVqFVatWwd/fHwsXLsS6detkbqk46FqybN7cTvBz2M/AXZx23L+/A7t3D8Tdu3IlHpWWffuGyRZbZ9euAZKcJyLiIhYuLAS5xKX378Pxzz9TRD3Hjh09sG5dcM6a/M9ofPwLNo6aLrdvb5S4NdKQkBApWt18lk9yKJ9iYx+LWv/Tp0dx//5fop6DQjHGTZ11MeK9yP+GZhCzHa8BLBSxfnuiKOTLnCVVztVsAO0hn/LpoATn3Aygac5yPpHPZQ5ixQWyZ26LWDff7yn1uzgVwHMR63cC8CWAISKeQ2pc5G6AKVatWsW7PSAgAJcvO64X+qNHe1GkSAX88Yd2no53756JcDb7EJsSE8WNZRMefhHVqw8S9Rz2wO3bG1G9+hD4+bWS/NzyWdFJdw+Hh1/Evn3DERf3RPRzqbOGyaUgTktLYJdzU3B3NXFxwluaquGL+ST183P69EycOzdX1HNs2dIBAFC1al9Rz0Oh6PI5GCXCTAnOZS+WT2Jn8ZIrnorUJAC4DkD46V7TSP21l0P5NBvSx1/Ky1mWcvDLlRTFcs2yZ+JFrJtP+ST1u7g4ADGjmcYBWJyz7CjTvHZv+ZRb2bGjB1asCERWVpro57IXy6ejRyeKfAbprjMrKwMhIRu0Bu9SIlfgYqkVFFKfLy0tEevWBUuieFITGnoQhGgs2QoWLC3ZuY8f10RJOHp0kmTnBYBnz06yLn9yIMa9xbVI5LN8io6+Lvg51edKS9MXj8RWPFEocvIrpFE8AfajfHIkH4B3APpDvgDLcvWp1OdVf5WkkqZiIb3iSQWAG8QkC9KNCLjudB9LdE410wCskficXFQQ/r4K5SzzKZ/+Fvh8akIAHOPZbt9pdOwTqnyyQ6RWBjl6zCc1Ul7nzZtrsG/fMBw+PE6yc3LhKiukJD7+haTne/RoLwDpAjVnZEgf8WLbti5aMZUSEiLY6xabGzc0lqevX4tpPK3Ppk2tsXJlDUnPyUWM9/CffzZml/mUT6Gh+wU/JwAsXeqLhQsLilI3hWKPiOcwy499TOGJz3sJz7UYwHYAwyQ8J5fconw6m/Pf0QOtc5UWBMBIic4rp4/OIgCfyHh+MRSaAZxlPon8Ic82IagJeSwhHRGqfLJD/v5bWvcEqYJEy83Nm7qh8MTjxg0mmerr13clOyeX7Gxzk7YKS3q6PHMAz5+flOW8crFjRw+5m+DwZGWl4fjxLwWtMypKk+cmOvqG3v709A+iKL2SksR1aTaH3DLJQbEPqkl8vhUSn08utkp4rvk5/8W3/+dHrvQYcr0pH5guIgj2EkDZkawE7ZUwAM1ErH8tz7YjAMJFPKecSKn8FxOqfLJDHjwQy2iQn507e0t6vtyA2l1IrgHXX3/1kuW8csFnRSIGKSlyhSCVDkKyERNzTzYFpr3w/n24aG5wAHDxon7o3ocPd2H79q6inVNOrl2TKocThSK9kP6DxOfLTcg1UJkh03kdXU2fG/KrRgBoBEDcdB72j9jT0bd4tj0EUFbk88qFowRKoMonOyErKx3JyfIMbPlSfkvFo0f7EBV1VfLzEkIkcW+ks/2ORUTEJbmbwCKWi+PevUOxYkUgFi/+SJT6HR1bkxqEhh4UqCXCU7Cgj9XHvnv3jDfuFIUiFOfBxHiS4y6Tx9GdoSWA6TKc9zG0gymLhVypLt7IdF65pMZ4ic6zSaLzmMM+keqtDcbdrpJI9Ts6beVugIiMt+HYBwD+EaohMkKVT3bCvHl58L//FcX16yslP7dcWayyszOxY0d3rFlTX/Jz//57Zfz+eyVERv4rqoJIbuVTUtJr2dvgSBw4IKf3vDanTgk/3EhLS8SdO5sBAMnJconelvPq1W1ERV2TuxkAgMaNp5pVrmzZZnaT7MFcevXaZvWx//77M407RRGVpmBmhoV1ljUPOZVPpyGP5VUlAP4Avoa4Cj+5BirZYGIDbQDwWsLzRkh4Li5SfY0WSXQec1giQp2hkE9xaQsroMmqJjd1zSz3ExiFTLSIbRGawTYcewRAe6EaIiNU+WRn3LtnvXBvLSqVk5YlUHZ2Fs6fXyB68OjU1HhR6zdGbOxjxMaGYu3ahuxgWwzevmVC371/H44PH6T9HL158xCLF5fEzp19JD0vRRru3hU++sbp01LlhhKWVauCsGZNPbmbAUA7o50xatceg59+KoHt27uL2yABcXZ2k7sJFAovXMdrOVxdMsFYAYXlrL8FUBrAARnaIjX/A/CjiPWrByorIO3vSQAcAhPwvKFI53gE5t6xB+SyMJOTcyLU+a0IdYoFN1vcZ5BHcc+HuVPmHwGoCqCUiG0RGqp4ob+BXSCHtZM2Kvzyiy9Wr2Z0zXfubMapU9/i998rC3YGvhl+e5n1f/mSz2tYWJYuLYuffiou+nm4LF9eBQDw8OFuwetOSIjE7Nkq3LmzRfC6KfKRmCh8jqiOHW2L9fPmzUOEhZ3V2hYb+wRbt3ZGYqL8gbR1MT/TJEFy8hs8fmzc8D8p6ZXdvCtVKioyUOyTLzjLcgyis8FYAZXLWd8DJuPeQIHqzwJwD/rWKfEC1W8rCQLXxw0yrn7rfAZAyoh42QAm5iw/F6H+ywAqg7kue0CayJnCsVTuBhhAjPePre6t26BvcbYZQH4Ax22sWwzMVT6ZUy4dwEYASdY3R1Byo5JXFypJ2gGHDn0q6/lVKhXevw/Hy5dM9qXbt9cDADIzU4wcZT63bq3DnDlOerGdTp/WhHNMSXknyLmsQehg1e/faxtNy+H25u5eUmtd6GsMDT0EADhyZIKg9YpFenoSjh37EgkJ+qEuMzOlz6XTrt1Syc9pDkIrF/LnL4q6dW17vy1fXgUbNjTX2nbo0Kd48uQQzp+fz3uMnJj7vJtT7v79v7B4sTcOHx7Huz8zM81qxZQ17wSqfKLYK4c4y3Ipn7g8zfkvlDvaHACBAHbpbK/AWd4u0LmsQbddthLDWVZBnoFjI2grnW4LUGcaNC5Zd3L+S5tiyHr+A+AF4IzOdgKm/6WW4gMkPp+5CPmVHA1gIbSfc2sYAGCazrY/c/4L/ewKgbmjJnOkn68BDAVQzMD+k7BMuRzPWbYmUjOVouhvYBfkz1+UXX779pHk509M1PaW/fAhxkBJ69i/fwQAYM2a+loWDDdurGKXf/yxiKDntITbtzcIWl9WlrYyIy7uqYGS4lGnjvaA/+efS9tc5+XLS7BtWxcAQHQ0E18nNVU+pSEf164tR3j4Bb3tV64sw+XLi/WUGG/fPsb8+Xlx/ry0ETOKFasi6fnMISMjRVBX22++ScTkyeLktVFn4rPHeGbmut0ZUxpFRV3Ds2cnsW/fcADA9ev6idwJIZg/Py+2bu1o4jya32jLlg7s+o0bf5jVTm3onB3FPuF+dU/L1goNQgeFnZPzvw+YwZQa7uCnv8DntAShgwo4c5adRKjfHLrorAcJUGdeAGob+N9z/tuXFMXETuNzo/wdQByAFjrbjwHoDaCfyO3SJb/E5zOHBwB2CFjfKgDmRZG0HPXX3D7sqrUxt03Gyv0MRuH2W856qoHjWwPwM3Get5zlwgCSc5Ynm9FGXajihf4GdkFGhsbCSGjFjzU4O+cRrW7dwb89UKVKb5NlLBnkxseHWX2sUDg5uWqtC3FfHTs2hc3EdevWWpvrE4PDh8dh3bometvDwxnPfl1F4IsXzPaLF6ULgalSOcPHp4Fk5zOXdeuCERV1RZC6PvvsPtzc3EWMEWSP4hKDuW53xt4La9bUw6ZNrU1Y5TG/wdOnR42eJzNTI3I9fXoUSUmvAFhrtWi/vzsld/NK7gboIKY97f9ErNtaRpnYnwLgrgX1caeQ3kJbGeUoWPJ7SMl58Cs8rhsoH57zX8q81VMB6Et68lNVwLrEHjmoFQBK/qoby9U+GYyrobEpM3Ov/a3O+vuc/xvNPJ6L/KN8+aHKJzsgIyPZdCEJef1aY1wsZ1BwqciTx3gGpvPnF2DOHGezA4bv3q2dap3PEkdsxM3gZ5+fqlOnZhjcl57+gXe7+ndycpJOtJ05MxN58nhIdj5zefnypmB1SWfZZX+WOOY+exERF02WMZaJVPc5DA+/iAcP+AzoteuwJfGBvT77FIpQmJtlyRRcG3b7yMMpLqbexD0BVAeTCcwchnOW70Hb2ksqxHzb2eubtKSRfYYGjFkm9ovBQtjj119YxL4+df22jBaiwW9RZCs1zSy314wyxgL66177UgDjecrp+uYcNuO8hrC/SKXSQ5VPdoH1n6EaNYayyx4eHwnRGK3B048/eglSpz3z33/HjO4/dYrJXcFVyhnjwwftpLwHDnxiXcNs4Pz5eWaXzc7OxNWrv5s9KLVHVyfA+DVzB/GvXt1mr0FtpUJj2eQuCMnGL7+Uw5kzswWv21y3u9hYc4Zh5s/ZrVsXjJ07+aw4tcv98UctM87Lj7252VIoQvCb6SIWofuFtI88nOLyu4n9avtMcx27dadkhXRlMpevLCibBMb17KGZ5c1NSyE1XOk1G9oWhVwp6Wdo4nBl8+ynOD4ZYLLM1QZzDzwTsG5zR8XvTRfRQvfdrHueL8D/LtOVxExZehpDqAi89qrANgf6rlA4ZcoEs8u6rlbWcPToJK11e1U0qOnWbR38/FrbVEdsrHmJmVUq49Yx6jg09gDX1cYUd+5sxpEj4/HXXz3NKq/rVpSVlYGlS8siIuKyRW0Uk3v3tuOXX8ohLU0d7lXz6Vi1KoiNd6O+v/n6NiMjWfD7P18++WKbGUMJFi1cpY66vcYsg4zx7t1zxMeH4ezZ7/Ho0V7Mni3cHKP5bnemy3Gv799/l2rte/XKPGW47j1MSLbV/e3hIUxC42PHvsSTJ0cEqYtimokTJ8LX1xcqlQohISHs9idPnqBRo0bw9/dH3bp1cf/+ffkaKSPEwLK1KM1F7D8AyyQ6l6lBx2UwcYW4lBepLUKyEkzgZt04UVy4b2Ldt380GCllpsDtsoVhALyhCcbM/UpOBjA3Z9mY5dNFAEJHfjQdKEMehM8VbBxrTAPiebZZa7k0Kef/AwAdIOxzau5oyhxFDjeQTGedfebG0+L7Lhj63QqZqMuYqyDAJJYwRRaY522SGWXtEap8UjhchZOTk4vN9V258ovNdUhJUNAwtGhhnpVP1ap9bTqXMdes9PQkzJ3rikOHxsHFJZ9N55Ga27cZr2Vj7oEhIevZZV3Ljr17h+L9+3D8+Wcji8+dN6+nxceYw65d/REfH8Zek66SIjz8PACu8kl7PyEECxYUwMaNtik2dQkI6C5ofcYghJjtNrthg24IUfHp3t0yb/mIiEuCnfvaNc3c1o4dPQSrF4DZz7857rjcjHT//PMF0tOZuebk5FisXl3HrPPwKVAfPdpjxpH6CjlT7qmffnrPZK2pqfG4fHmxyUDpFOHo3bs3Lly4gLJly2ptHzNmDEaPHo3Q0FBMnToVw4YNk6eBMsMdDNi/Gl54/ADUl+hcxtT8r8FkmNNti268FXtEbYHxn5Ey3IGvrvJJHfB4LizH3YpjzGFTzn9DaZDUyhZDlk/ZAIIB2J7uRpuiposIRhyAnTDvvSD0dZqiFIAwAM0tOIY7ZXU85/8WK8+/nLNs3H/EMurCfPfnf80ow42/dwQa199wMBZ81mJIYa8OQu4MfiVLKxP1mjONr44Xp6wRuwaqfFI4zs78yqfmzWdj+HDpYw2JhTouU968hfX2mesydf/+X0bjApnC2HnUGQOvX1+OzMwUg+WspXjxagCAEiVqCF7327emDcXVWbcAfauqe/e2WX1uU9ZktqIZeOsrlwCNIk23b9XHhYUJmzepcmWNosPd3Vh0Bcv58OGNlmLw+PGvsWhRYbMyaL54cdZkGaGpUWMw3N29zS7PVcRYQ3LyWxw+PAEfPsSIZqWoUjmJGkz+8mVGVEpJ0bUNMAyf8smQ4svW90vx4qbDre7aJWdOrtxJ06ZN4ePjo7UtJiYG169fx6BBTIzCXr16ISIiAk+fSp+dVW4MvQ2+B8AfLVB6hJjSagMmI15bnn2W2M3bYifKPTYV2oN6tZ2yEu9Ac34/rq2nrvLJlgD1YlvaqZ8PQ/2u7kNdCZno/Nddtobq0HaHrGRjfboSyHFoux52A9AXwCET9Qgv9ZtHWVim9LJVkXsPQBkAITbWY4yOAMSMGqrO82vJM8d33xqK3VQh57+h58XUu6KAGe3hxsRS4oQJVT5JzOXLS9gMW0LAzSbFVT5lZ2ehTJnGgp1HSA4cGGMwALQhPDw+wqxZBO3a6eupvbz8za7HklhI+jCvEkIIdu8ehPv3/2L3iJfVi6FcOcYCx9VV2OSyKSlxbPYrcxEyQH7t2qMFq4uP6GgmPwtXSQto4u1oLJ+0X4V87lypqZZ6l2szbVoC/P01c58FChRnlwsXts1g+cOHGPz0U3Hs3NkHyclv8epVCC5f/gkAsH//SIPHEUKwd+9Qg/vFQv28WKKAY7K/WR/a8tSp73Dt2m84fvwrZGWZMny2jrx5C7P3jhiK4rQ09T1ovrjBp3zic7vr0GGZ1nNgrUujKbjZ+dTPJ0V6IiIi4O3tDRcXRm5QqVQoU6YMwsPDTRwpLwRMKngh3cS4yieu/Xg2hEvnHgd+lxdz0X1i3aBxhzIXPwBbwQyodakOJoW42KjfKhlgFGpcu1PuV5o7ABPqTSTWgOcKNMqJcmYeI2Q2xH0C1sXH7pz/uu5EW3P+G7J84us386dN+LkNjZUYwDwHaqyx3+Yqr8LAKGZLgunT36DJuvixkTrCIdx7whiGojVakp+8N2zLtjYfQAQA4aNlalBLOV8BECOvNp9S1FAZQ+uGth00US/APC9CSt1/CliXVFDlk4QQko1jx6Zg/fpmgtXJdbvjZpgSwgVPzezZKvz6awXTBc3k5s0/cPPmaouOUacc54uTkjdvIXzzTZLedkNYEu8kPJybkYo5Lj09CXfvbsHff2s+R0LE2zKGeiAoRAyiFy/O4dEjRlyxJqC8uTFtzKFly/mC1cXHixdnAAD+/tqRGF6+vAHAeMwnXWy1vNHNcMfty4EDbYt/ExfHzBU/erQHv/zih1WrNPMixtzVli2rwLpdismsWdrPXMmSTPu4CjhzuHBhodVtSEtLAMAoEbOzxVE+qd+7336bijFjhMseqIvuOywkZIPBss+f61vvPX2qf7/5+bXWUjjxKc/y5i2M774Tbti0bp12suzk5Ld2FTuPwrBkyRL4+Piwf0lJ5n9vhSYLTCr4iQLWyVVpt+EslxDwHF6wTbmjK7VkAPiLr6AR1G8kPsHfCUCsBXUlWFCW+5VXv2HUbxGu4oQrRVXkLMdbcC5jcKWnrjbWtQjA5znLDQBctfB4oWyqOwIQbkTBj9qVsJOB/fz25fwIPaXBfS7WWHE8tz2JnOUGACZw1o1NuZY1sk9IbhjYnldn3ZQ0O06AtohpbaO2w/8RwAgRz6M7murDWdaVQvjSRi3l2eYHbUvAwTxlPgKw3nTzzEY3+PluMIpUe4YqnySE6xLz7NlJXL1qe44VrkVHx46aOCZcCwshePfOmCe75Via7tvVlTE6NxSw2c3NHENFhjlzzL/tt2/XnyPkU+yZioViKxqLBIKGDb+0qa7165thx47uVh+/dKkwn9ohQ05CpVKhWDGNq07btou1ytSp8yk8Pc2dS9RHHXDc1ZX//jAW88lWRowwHqOIe478+W3LKvnunSbPSHp6opGSjNtkaOhBZGdnah0nJerfW+1Oq6ZcOePe8GfPzkZc3FM2Zpe1bpG2KjhateJXgqmvy8Ulj8gZFLXvz337hmn26Ny7fBnw+JIsML+J5jkYOPCw1npw8HQUKFBMUCtPriVbRkYy/ve/Ypg7V1xFPoWhdOnSePnyJTIzmWeBEILw8HCUKVNGr+zkyZMRGRnJ/rm7ixVlxjTcAcM0CJNJjusyw3XMD9YtKDHc6Q4+la+ldoPqWEqGbDItUQyYCqrL5TvOsvrtxDc9KuWApLmNx08D8CvPdnO/LLZFINWwIOf/Ss423a+6KZcxU8Tn/Dck5ar7VPf+4ZOiLO1jU1Md3PeBNV8mbpvNSz3E8BKM8tE2e3jbUJsb6D6LzU0c9zcAa4NlcH8v/S+FZRiacn1tYLvQ6N6ff3OWdacnD5pZZya0lbFroP2eeAFhXKgNEQ+gF8y3wJQLqnySEK7FyKZNrXHkyAQjpc3D2VljcFmgQDEEBg4EAHh6SqWL1ycu7im2b++GpCTDr5ALFxYY3MdH/vzFAAABAV0h9NyJsRgtKSmauUD1oI5P+SR+tjCN5VPBgj4mypqHWK5HpujadS1atpwPX1/GSPrTT++y+xo2nMxaAQUFDUOnTsttGsSbVq4YEptsp3Tphkb3V6vWT7BzWXL/nTw5Hdu2dcH166sEO7+ldOu2HgBQrlxLnT2mr+P8ec27482bB1ad//Ztw5ZC5tCgwefscuXKvdhlb29+w3gXF925Sdsw1t/WWkc6O7tpWTu5u5fEl19q3uGtWolrpWirWyvFMooXL45atWph8+bNAIBdu3bBx8cHFSoIZ+UsBly720UArglQJ9cKxg2MO1E92B5PxhBvYfpNtxWMO80ZI2X+NrKPD3WAgoYAmhgraAXGv3b68H3V7Tu3Mj+hOusREp33OBiXMPUbewwATzAWduXADODdwFgJ2pra4a6J/YZiPvFhqaRlSqHEdb+1ZgqY+xxaYuk4FoxSwXpbbOOYo9hZkfNf14XLHGnwgM66pdNxBIy7oS204yxzrY4MuRGaG4TcFOb8PtzRkSWBRryg/Ty4QNtl01aFnSHSwDzzQrrziglVPkmIbpYwIShcuBxq1x6LwYOZvAU9emzCtGkJrIVQo0ZfGTvcIpKTY/Hjj15GXTwAYNOmNnj8eD/OnxdusNKlCxMiTqVyQp06nwpWL2DJwF2tfOL7xImrfFIrYAghNsV94l7rokVSRHjQp3Dh8mjSZDprJaJSqTB9ejK++46Z561QoT2++y4d3bqtA2CbVVlq6juj+w3FfJKCJk2+BQAUKVLRREnDhIWdxfPnp+DlZX4dUVFXAGjiXgkNX1w2XYoWDQAAVgGpxpxnUVe5EhFx2eA+AzWYUcY4XGVSvnwaqzUfH/4hWJUqvVGggO1OPOrrM3ad3EmOa9eWGyyni5eXP+u67eFRCoDwMeb4OH16JmbPVtkUz4tinDFjxsDHxweRkZFo164dq2BatWoVVq1aBX9/fyxcuBDr1q2TuaWmEV6KYlKE/wXNYKo/mJgv6oHvDgHPdQNAMfC7cXBRu2v8KOC5uUo28yNlmoe5iiN1tE8+JQT3zWx57lx9xuqsc6c6attQbzRnOcCGemwhAYBuVNd30ASULg5mICqk9Z4hxZGhmE+W1GEtLcDEH1oP65RPp8BYsS2GvvuaMdS/s1jO9dPMKOOZ81/X1MAcCUdXScENvmDM8kjI/uPWxY3jZcjVrhWAngKc11Ll01QL6v4I+m6o6pGWWIongLkHSgK4I+I5hETRyidfX18EBAQgKCgIQUFB2LFDSBFBePhi5dhqMaNSOaFz5xXw82uds67Sii3Tpo1wosuxY1OQkhKn5eLBR3x8GADg6lXhQoJyB3u6waPVFC1q3TyluS44e/cOyynP14/CzdnVrj0WU6fGo3FjzedH4xZmvfIpOTkWb97cZ9czMvSDvsfHh2Hv3qEWZdOylHz59JVerq75tPqVu+ztbb2YmDevJ9LTPyAmRj8FfGZmKvv86SqfpIg7o1KpMHNmFsaPfww3N+aZrVatv0X9u2FDc2zc2Mrk/aeOmfbhQwwbA+rqVT6nAdvhWmOawsVFt6zlyqcjR8azy3Pm8Iuf6ekfWBe9x4/3m90+c+AqRw25DbZp8z+UL8+XY8oy1O8eY/3NfT9ZmomS694LMO7Mn332ANOmiWeVdO4ck1z811/9TJSkWMuqVasQGRmJzMxMvH79ms1oFxAQgMuXLyM0NBTXr19HYGCgzC01DZ/yyZYAugAz698HhrNGCeUiBWjcpNbCuMJGvc+2aICGMZTqob6B7aYw1zpAHRCCzzmc+3uYzptpnO1gLEO4cbHUsZGaA7DWfvwFgN9NlDkFJn6VdXa55mGpu6mtAaKfQ5MljEsiNP2m26d8UqQY07QzwVj/FAPQD5bHQlsE4EuYVmyrU/NcAKAOqnDMwnOZwhrXQd0RkTXKJ24AA0PvhgfQBJkXVorSfvbHGCgzA0AHAc9l7HfiKp+uWFi/riWga845X5hxrLXTfWqFoe1SpjQoWvkEADt27EBISAhCQkLw8cfG8hHID5/S4rffbJt/cnOTLvYCN0jv8+enJDsvoK2kq159EG8ZtSWJpSQkRJpVLj6eyS3z4YO+qCuU8qlkyZro1Gk58uYthNKlNXN/tWp9gnz5vNC27WItVyVLLHaOH/8Ke/bwhb/TcODAaNy+vRE7d/YxWs4WSpSoblH5zp1Xmi5kAG/vWtiwoQX+/XeJ3r7Y2CdITGTmMOPinuDtW43H/7Fj+nG1bMn+VaoUv0ivUjlBpVLB2dkV332Xjl69tlqlkDZlValOb79smdDz3Rry5mWUipb8TrqKKmssn+LjTX/Sly+vYnFWR3NRB6svUaK6nqtlzZqj0LTpDLi7l8RHH9luNP7u3dOcwPfG3O6y2OD44eEXDJbjQ2NhqfmNixWrrBebi0v//gdQuXIvDBoktBhOoejDF+rcVptCKW2AuYM+cdT/huG+NXoZKGNtMGJL4uUAjJWOLtw3uy1BkVdC4+rCtWaZBCY47zpoD/KLWlB3PWgUiIaYCkahKWa+aUuVZzNMFzFIIzCWKRd59iVB029vAJzg7OvPU94W5ZMpnwcVmFhGfWBdXB1TyifvnP9Cu6xyUSsfLJE2zYm1pYvu1LM5IxhbFcLGUP/2dcEoEbmsB+MmmB/acfCs5T8wCiVjU8wxANRT9Za6dvMF4DfVn/+BUWrftvBcSkXxyiclkJ2dBUII7+BHnaXKGvr02Yn8+c3/bKozTFnL3btb2eV//zXtWmMrDRpM5qxpXqeGLCustSL78MGy8HZ8ll9CBW4eM+YmO3jPm5cJI+jh8RGKFCmPr79+C1/f5loxpywJPh4Ssg6vXoUYLfPsGeO+KbVy0RjGBr6mKFWqAaKj+T8drq758f59GLt+44ZmXu/aNf1kAOYqKbm0a/czSpSogUGD/jFZVm3tVaKE5dYHppSfjx7tAQCkpQlvwVK5ck/07v0XTMXP4kuCoGv59NFHdUyeT9eC1BzF7/v3wqWPb9XqB6119fOotl7j0rXrarRoMQcA4yJtK0+eHMa8eXlw755hK99t27pg3rw8VsV041M+mcLfvzP69v0b5cszecJ69tzKxvSiUIQiHMzg1rgjteW8A2DJFN50MNZBw6w8Hzf4s1AZz4xhSCVsaDBkrXIgHZbFG+GLLHbGynNzqQ9tywm1S1ILAAUBrAbgC4CbgsR852TzrOzUgeDjLahXbGxxlzKWTU83ftlJznIYT3lDGduMcQqMpaApizMuxqdZ+RHDpddcfgJwi7NuqL/mmlHXMDPKnNFZl/ra9+b8Lwwms6Da2qo8T9mh0FhMCuG6dijnnMYUskEAqkHbxdZcLHFDVeMH4DNo3osPoBwXOmtQvPJpyJAhCAwMxMiRI/HmjWUZ1KRi0SJPrF3bUPCgs1Wq6Gcx4mPIkFMYNuwcPvnkGr75JhHffmt7bA2xA2wPHXpaK8At93yGBkYFC5ay+nyXLi02XSiHZ89O6G0zNhg0h0GD/sHkydqvuTJlmqBNm58wfPh5re1583oCYAZ9rVot0BsMC01s7BOLj+nQQTiXS8BwlkNT8Lm6qnFyctGyRuFa7PBl2OPGFjKXBg0mYezYEFaRaA79+u1D586WBQPfsKG5yTJqKy8h4Fqvdeq0AlWr9jH5TqheXV8c5CpsBgw4hJYt55k898OHu7XWixcXcz5On3r1GDc/Jk5ZGoKDp6FChQ7o2tV4omch44oZS9gQFnYGAJPV0lKsUT7pEhjYH0FBuiFQKRTbKAsmjo3QUcg8zSwXDca1YT6Af8FYz9gKX8Y3IXkK7Zg/xMAyF/6UCebRw4ZjAduVT4kAdL/S1cFY7OzT2V4YwBdgAnf3AXDYxnOb4rgVx/BZGtlCayuPM2YhchOGM84l8JS3Jm92CzBxgCxRoC0H4ypoCeZ8MUMsrNMY3EDwQ8EoPEylwDEV3fMDrFOMS6V8mgOgO4AuOetxYJ7ZCQB+hmkFo5BKC3NcB60ZVVqjfNKlMgD7d4K3HkUrn86dO4c7d+7g5s2bKFq0KIYO1Rd4lyxZAh8fH/YvKYnPaFt4wsLO4v79nQCA9PQkREVdQUaGJTHzhaNcuRYoW7YJnJyc4ebmDheXPOjZc4so5xIqVo6vb3OtwZq7O9ewnl9s0g1ebAnHj5tvQcQlMTEa27d3x40b1ruGAUD58m3h4eGttU2lUqFRoykoXFg7FoqzsytmzSLo3/8AnJycUbUqE5GialVx3E6tcQ01lPXLWkaNstTrmsGYO1p2dqbOIFvzuVe7WHLJzEzR2yYG7u4lUbv2aMHrXbLEeuWsLh07akQEtQJJHavKUEw2zW+t+Z2dnV0xdOhpfP55GCpW7GiWgl7tUqZGKKtDY/j7d8GsWQQzZmSyrs5MnDI3uLuXwMCBh03GnJM6qH1kpOXKUnd3Zv6xaNHKQjeHQrGILACDoB94Vz96nzR4g1F+cbnEV9ACDAVIjrexXjXldc5hTg7kajacz9r4VFfBfBXW23BugLFg4xu0NwKgb5cKLIFGIdMIjCJSrByw1sRiEfqLYWksJDXGpPp30FY+cb/gfOYA4kfTZHAGY+EmNE0FrGstZ9kz53+VnP+6rmdq1M+zrhI+Fcw701rlvKWZM61lBoA90L+384JxizU1zWx+RFH5UE+HdpezEXaOopVPZcowBniurq6YNGkSzp8/r1dm8uTJiIyMZP/c3cWPkfT48QFs2NAcf/+tHaZyxQpbPuvaeHh8ZNPxgYEDBGqJNk+eCDd/pI6lAmhnXTI0K69SqfD113GoUWMImjdnXF1q1BhiMEaUEJw6NQOPH+vOqVkGN725NRQu7IfJk6PQvbtt6eOFRdicJkWKWJf+25gyNCLikkUWHjQbl4YyZYIxeXI0Jkx4CldXJrrCwIFHEBg4ANWq8UV6YBTKgH4ML1/f5vD0LKtXzlwMWXSlpSUiLY0vrK3lqJMo2JJ5kRvDzV6pXLkHOnVaib59jYuiw4czsaTMcSe1JkECN/4aJXfSHMAWMMGAudNN3QQ8h3UpSjTw57Y0H0NvE9NPlXXn4Ar8xuxUs8G4ju3MWf8TjLuaUOh+dS1xezOErVnnCoFRpAwXoC1CIXRmOGtjmxkbKOoqn0wphy13BrcvhJEoGEqCeQ6zobGC3APG+sfQe64LGKW87mg3D7T7Sai8pWfABFi3F5rL3QAzaALGhdKUSYI6IcFVM+q0xpbcWmWzFChW+fThwwfEx8ez69u2bUPNmrbFNBKK+/e3s8sXL/5PlHPwxRexBzIytK1DrLGEUsdQMWQpoHY741PA5ctXGN27b0CTJt9g8OAT6NJlDbp336hXzhDv3j3jDSiuRjcLnDG3LnMZMcL2V7uHx0dwdrYmT4Y4cJU6dep8yvZVoULmzL3yY401lSErHAAoWjRAq51hYcbjXFHlkzYeHt4oUkTjoV+yZA307LmFVUbp4u5eErNmEZNWXUOGCBNvbOHCgli4sCDOnjUnSoJxYmNtV4bYErtMKlQqJ9SpMwYFCujaeGhTpkxjzJpFzMrg9803iRg61LLoNps2tbGoPMXxiOUsCzHbzZdCQ4g0IbZEclMPOJOhrQzStbG1JlKf2g7akJCvlp74XLFUAGoD6A1msD0cTKBuc9kM4/GsdIMGC6FkESqznGGJQXq4MbQaAlCnmrHF+sZQJjFjGHMPjYP2c7TVUMEclK58EgPu/V8CTOwfQ89tHgCbYNo9dpiNbVLfey3AKFNsdakFtF2ArcX66T9pCYLpzIWVwbz3zUlFswqWxdQDAOH9J4RDscqn169fo0WLFqhevToCAwNx9uxZbNxovpJBTLixT06c+Nrm+ipW7Ki3TYjsara6gaSlJWL2bBWuX1+JtLREREdfx61b2nFPrl7VD9xsiqlT43Pax7ySdS0hChf2w8cf78EnnxjOQeDk5AI/v1Zwdna1KPvWr7+Wx08/aVz8dH8j3bg2MTG2OQG0aDFXsIyFtmRjExp13BmAsTDy8WkAAPDxsTaRM9CoEfMsBQd/Y/Yxxu5xQoiWcvTly5tYtqyiQWsZPuUTXxwjim3Yeh/rPqNnzsy0qT5A+BhmuYGePbcgKGgEVConi63ZEhIixGkURTFw7YGFGLDyDVqEiFw533QRgziDiUtTAEBXMDGafuepc5EVdaunQFVgFEy6+V5L5pz7EIxjjXQyGBpFCR+6gyjbImYysZEUO5gxQghnOQOarI62BF1W2yX/YbSUNsaev2PQtwbyAHMv89XB5yS/FUwWQV0amNU6ZWL7yFBcPkBbSbxXgDpNR/Sk6HIVjHtmHphWZukifHoh4RA73qFo+Pn54datW6YLyoJ1Ik2DBl/wZpHLn1/f+7dWLUvmofj59tsUzJtn/Zzi3r1DAACHDn2K27c3IDLyX70yYWGW53Nxc9PkIZk+PZk3DkylSt0trtcSTpz4Bq1a6Qf11bXkevnSmtwdGmx1ubNXuL8TE7vqKzx8uFsng6FlVK3aF0WKlEfJkkG4cMG8IOsXLxoW27OzM/QUTXFxT7FwobaFyuzZKnz55Wve2EI9emxE+/ZLcejQp7h/nzFybdXqBwQECOkcwuDm5o70dGli1nEpV64lm/2wb9/doj97tjJnjrDDkC+/fG3SEoiiT2DgANHcuymOT6zpIrwcgCaYLRcvnfU8AFZYeQ4u/QFYe5c7Q+NGchCMKw3fgOGmlfWrMRTs2tfGek1RH8A5nu26yidboykqxRrCUrjSSRaAH8EocRbaUGczMIqF/DDfMkJXccllKoCROtuSoB8Y2w2MSx6fDXF/AP3ABJyekrPtEjSxcxyBT6BxXY2B4ZhO9oLu+9JWxE1R5bjUhXmWUUpDscone+beve2mC/HQrt0SXuVT06bf4fZtTTyfqVPfsa5ntmCrm9ajR3vZZT7FEwA8fmxOPgGG4ODpqFatn9Y2Qy48YnPx4kLExj7Ss6IICVlvc91cJYIlWdDkIDn5rVXHca1X8uQpBB+fBpg1y7bPj0qlwkcf1dHbXqFCezx9etTi+rKzM80OFL9hQ0s9xaO/PzPEyZevCLp1WweVyhktWszVckUTEm/vWnjxgk+UF5egoOGs8qlSpe52ZWEnBVTxRKFIjzXZwQBNSm4uxcFkWeJmUrIHJ2oXAOGcdUMz1ZbEgDoCxmXOHrgK/jhD1k9B8WPvyqdQK4/jBnkoCsAHmjhctqCOwucKjUVSY1iXXc+SQArVwLhxcVFPo6sATMxpUz/Yv3LGUhpDo3xytGujUCzFES1VZcVUunFL6dZtnV6wZSEUT6aoX/9zFCliOKnnhw+vrQoka4giRSqgVav5KFHCfpJLMso17f48eVI3947ltGqlmbdSx7cSikKFtA2ybRk4E0IQHm65OFKhQget67LVOoyPkSM1yk5rFE+AZfHI3ry5rxf3JzxcE/LR1TU/evXaKqjiqU0bTby4pk1nomdPU9EUxEHXik0OAgK6ynJesVFCHCihsDVJBiX3IHRcmCXQzqIkRPwSc9gDYIiR/dZ9uYzTHvIObnUlYD6rJiFyLU/kLAs9kOmns+5jQ13psC5D48fQVtxZq4w1xouc/4VhneIJsPxZ1fWF4Ka2cAEwAcLev9xg9r9B2IDhlmAPsa6+krsBImGL67PSEGdqW3qo8klgPnx4LWh9hQtr32rffWdpyDHraNduCZo0+dbg/ujo63opz20hLk7XQ1x6Xr++I8l5atYcwS4LrXwaP15bQVK9ujHR1ziJiVFWHVe0aCVUrarJ9CiGq5iPT31Mn56Mb7+13mA/K8s2cUBshQhXuduixWwULFhK1PMZ4uHD3ZKfM18+ZqhYvfogdO++ATVr2u5mbAkFC5YGYH2WRUOor0vNyJGXBa3fnsmfv6jcTaAoBL4U7bYQpLMu1RutK4wH/g03sk+pSGWbO5uzLPSUyDaddVvi89yCfoB1cygBbQWbGHiDURbGmSpoBL4YTvYE179jHKyLYSYEtsY1swb1F3c6GNfdJhKfXx18YoLA9epmKR0ocP32jHAmH/JClU8Ck57+QZB6Jk58hlatfkDZsszrol+/fWjf/ldJMpoNGXISKpUTgoKMJ3csX76d6G2RkjVrpAlvyI1hJbTySTc+lvr+sYYXL85ZZemSP39RQa3iDOHqmo83Hpi5WJOJkYstmfvMoXTpRqLWby5yxJlSK90rVOiAGjWGSJ7JcezY2+jSZQ3Gj7fWYYKfIUNOaWWIM9cayJyscvZOyZJBcjeBohCEmopKB3AfmtgxdwCcEKhuU0SAEbB13Yx06SngOYVVlVtHc4nOww1YILbbnS0BvpcDMJwaxzDVYB/WMqawNROl9dOj5iFEhjVr+YyzLERmTUtplvM/GEBNWB6w2lb+BvAfgF8Frvc4gC8466UFrt9apAii0luCc0gBVT4JSGJiNN6/f2G6oBkULlwOwcEaF6+AgK6oX19o/TE/5coZy1OiwcenoWDnLFpUV5ctLL166c5l6ZOZaWvYS/PgKnSEVj7xnM3qI3fvtm4+oUGDSXBz87D6vGJTsWInAIzySZ2FzxpszRZpCmdnIRKMW8eMGdqudi1bLkCzZrMkO//HH+9By5YLWAu6UqX0Qy5WqcKXPF0Y8uUrjFq1RgruZliyZA107fonu851oeaLZ6ZGLOVbcPD0nPrFv9c6dNDOfGrMrZuSezkMYeLaAEz8mCqc9UAArQSq2xTmumqZSpluCWJP+VwSuX5L4L6ZxR7I2BJMYyOsG5SOgHxWOuagtmopCKCDDfWIPWCXM9A1N8ZcCICTAM5KeP71YFx72+esN+cpM0PE87sA8BOhXh8An3PWuc9/YyPH8cUDtAbdaWF1IBXbprPN4zsJziEFVPkkIEuWlMLGjbaJNv37H0S7dkuFaZDoCPdad3MT9zNbrVo/dOqkyW1Tpoy08yFeXgG828Ue9Nmestzywbera37kyaNRPtWv/7mR0tLj4sL85tnZGVbHxCpUqAyCgoYJ2Cp93N1L6m2rV09sQ3wGJydnzrIrmjT5Bs2bfy/JuQGgYMFSaNLkG1Y5my9fET2leHDwN5K1Rwr4simqsVX5VKBACQQHf4Np07RDGteoMRgAUL+++PcV950AAKVK8SXXpuR2OoGJzWILt8EosZSAkBYRYk9lNYR27KF5AKqLfE4uutKSZ85/sae6Xtp4vDUOx85grtc3Z932aKPGMWWhp4v6i5QJ66Y4m4KJazXJimMtgc9qTT+tk/hUANASzHVLhTuAdtD0Tx4AuvmfpVSGCYmhd52hQAYFAFjvJ6FhN5ispFyG59T/p35xwXEUpY2jXIfD4O/fCQ0ayDNYr1SpB3r2ND8U5OnTwunM/fzEdyupU2csuzxs2DlMmfIKY8dKE+epZ8/NWuujR99E8+Zz4OXlL+p5Cxa0JVSmbfTu/RcAoE6dT0U9T58+f5suxEE9kP/774/x5s0Dq845adILeHr6WnWsueTLx4QbdXHRZHxs334ppk6Nx1dfvZUsho5aWSc3XOUxYD/tshRDinZD8aV69NhkUPmkUjnDz6+10fM1bToDX375Cq1aLdALcF60aCVMnfoOrVvriqTioFJplJqZmfaQb4ziiFSHbdYYtjAJTHwVc5kp4LlHC1iXIdRvG08A34K5VmGCTZjmkc76bTCxdMRwgOdOF9oqRXnacOweAG0hfrBoS+tXf30HwDpFb0sA26GdCEAM8gNoAGAkZ9skMErfLGjHDhMTb4nOYwpdN1+xki+IrVzw1FlX/74DwW9N1xiGlU8NAPxg4nzbwJhb9ID+tRUHkASgr+5BFINQ5ZNAWBI/pnBhP7RsqR2f/7PPrBsEC0mDBpMQGDhAa1u7duLPEYwadRUtWkjzCZg1i2DmzGyoVCq4u5eQLLuebnB2b++aaNZshijZw2bO1MylFihQwqxYK99+m4qqVT/W2/7smfURMqpW7YOZM7NRtCi/1ZdQqJU0AODr2xwAUKvWJwbLcwfA9hDo3hgzZ2bj22+T2XWVSoW8eQshf34vfPWV7WF5y5ZtxirvBg06hh49NmH0aO2hU548Uniym0Y3vpc11kD1608yWSZfPi+L67WEvHm1f89PP72LUqXqo2/fXejada1e+eLFqxm81pEjL6FVK+NiU4sWc0y0x1OyLIZc67UXL5Q650oRC0sc32cA+Edn2zsB22IJ3Mht48DEV+FyCeJbJSUCGCPyOdQQaH5rZzAD/GaGiwtGAZ31MhBvwMdVdPnCPPehbAB8kVJX2dCOIDD3udhKGu5vq45V9IuR8rbGoxI7TheXywDW6GxTgRkA26r8LQjmXRSSs/4MwEHox62zl1yvugoYa6Qdc2zOxZX69d8FVwCMAnPPbucpvxhAPp7tALAUQBsj56oA/QyYamyJB2ctY00XsXuo8kkgwsLME6S7dVuHiRP/g7d3ba3txYpVFqNZJvn007vsctmy+gahDRpMwqRJwsSxMkSpUnUliH2kQaqBVocOywAw8aakzPSkUqng6sq8mkuVqovGjU0bbLu45EHjxvo5Xa5etS1UoBS/NffeGTz4BMaOvY3OnfXFPXV8p7t3hUj0LA2W/n5BQcPwzTemA4Q3bPglZs0iGDbsDKpU6YWZM7NRvnwbVK8+CN7e2kOnmjVHGqhFWnRdVLnr5raxZcu5vNuHDtUkgDalzBGCRo2+YhX7xYtXw6hR/6JgQR9Urz6ILdOu3c/44osIlCwZBCcnQ5ZPTlrKVF1mzTLsGt23r/RZDPv00UTzSU5+K/n5KfbNHjPLHQEwB/oxjjwFbY353ATjQtQQ/EG/G0K4IOqGkDs+kFiDTbVVzU1IH7RZHSunGoCfzCivAr8yQ6oMgLbAHQz+DiYDHp8ztlrZZ2saEnsefFYFYxVlit8BvAfzLqoBRilbDozrcHmdsoOFbKAN6EoSXKXmXzCvX743sP0ONMqYeZY1yyr+gCZzaWkAqwEUBmMpqGYomL6sBsOWT04wrgx9YmTfOrNaKiy/my5i99jz868obtwwb25DncLbz0+qsJfGKV68GmbNIkYHKRkZtgfirlRJY9xZsqRmcOvubi/GqMJTr954fPNNEqpV62dTVjZr+OqrGEyaFA6VygklSpgXlcHb2/LQpx07yv8a5A6+nZycUaJEdV6lTf/+B/Hxx/rDm/z5i4naPjEpU0Y7m2G3buvg5lbAaPDqb75JQtu2/9PaZkzJpRurRy5cXXXnrTTvrGbNZrIxoAwFu+/QYRnc3NxRrVp/vX2+vs0xZswtBAUNM5nlUwjatPkRDRpM0tvu7OyGSZPC0bTpDNSpM5Z1m3V2duWtR6Vy0nOlA4AuXVZrKdS49O9/EOXKtYK/fyfrL8BKdK2+KBQu0WaWUw+gjAWXlZISYGbbjQXkFiJnKPdtz7X4kcvFkItYg4kOYN70NSG98ukwmIyJKjDKBV34rKGssYTYa8UxQqM7+C7MWwrYBOAh9H8P/QiVxjFHuSMVulYv98Dcz8as6rKhnc3OFIasbqRGdyTCbVddMFZAgLYCh8tZMO/fRWDude5zHwhG0boIQHcb22kOn4DfbdAJjPL0RzAWb+o2GgrUoAJ/XLbjAAz5JF0Hk3GvuZltFRJHUNw4wjXYBdWrm6fXVrvnSWnpYyv58tlu8Ovvr8kzUKPGUHzxRQRq1hyJESMu2ly3rfj6Whpq0TBffaU9m+/mxlggeXiUQunSjXndasTA1TU/ChViFJ3FilXGZ5/dx7ffpsLPj/nMTpv2nnW36tFjs8F6TFG3rvbnl29gLzaGBua65M/vhUqVuuvFwUpOtt19TS64ljLDh2vCII4YcRGTJ0ejV69taNRI26JNfU+ai1iZ1iwlT56C6Nt3FwAmWLVuu5o3n41hw85i6tQ4vWOnTHmJevXGAwB69dqKWbMIqxBXx9QqWTII3bqtk/16CxUqjRYt5mgprA19L1QqJxQpojvHCtSqNYp1QdXF378Thgw5Ift1UijWoo4WJo0NszAIMcXBjdfSGEAamDTm1n/BhUPIrGKGlEwlwbicHBXwXMZQgcmYCDCKphgwbVPHR7oPTYDjCzn/rZHsu+msf8FbSlwMZUr01Vl3A1AJ+m5Pr3iONSZZSyMJm0dHzvJdzvJ2MK7AZ8HvtmcJ9hKhsiAYJbk/mBhx3HhpKgATALyGvkszACRAEzD9awAvoHH1VQcwKZuzT27lQmEwzyn3eTRkAqACf1y31gAM+STVBrAE8l+nUqG/m0DExNzV28Y3YOCLDaVWCNgrQsxW16gxlHU9c3JyRsGCPujadQ0KFy5nc9224upqOkFx6dLac6ydOq2Ek5O+0iN/fi+MG/cQ48Zph8Z0cnLGiBEXULPmCNsaayXFilWBi0seDBx4BF999QZ58hRElSq9MGsWQfXqA82qY+LE/zB69E2MHn3DYJn27Y1FCRAHb+/aqFatHwYP1o5PNXMm/9xav377TdbZsOEUg/vU7pT2gKcn8/wEBg7QyuDo7OwGDw9vVKvWD23aaIJJWxJbrm/f3Shfvh2KFq0kXINtpHLlnpgxIxMjR/6rFYjdzc0dzs6uKFu2qd57d9SoK7yZA7t0+QN1647HpElhYjfbZjw8SrHLAwceYZdVKuYT3r79L3BycsXkydH44gtbM1xSKPJwnWcb39cpgWfbMGGbIjiGLEks4XNoZuidwCgCJkD8eEDmYM5gXPc32At+ywUVGEWP7rSQCsAKMBm85KBYTht+BKOEygsmWDGBeVZ4jcHE5noOJjYQH4Fg3LikpjqY4Nu3dbY/N1B+kIHtXIxJu6vNaZRENMj5/xUY9yw1KjB93BTaAcstSVN0Acxzaz9SFOMG/BhMLDKu8skz5z9fDugn4M8q+QMYNzwlRHDkWnkd4yyrrf72gYldlwpGsa9U+Kw07Q2qfBII7uBAzYwZGZg1i2jFn/nwIUav3IABB0Vtm63wKVlMoRs3xcnJmXWPsjerr/LlTYsygwcf11p3cyuA7Gz+kItFi1YSPci2tTg5ORuNP8U3SAeAKlX6oHBhP3h714S3dy1067Zez+Xu00/voUAB6V3YnJyc0avXNj1XVvXAXBdzstSp40Pp0qzZLNaCxh7w82uN4cPPo0sX3Xk5flJT482uu3LlHhg06KjdPa/Mu0Sl5Yana53JzRxXqlQ93nry5y+Kjh2XoUABPlHLvqhRYwgAoGLFjloB0ePjmXh89etPxIwZ6fDw8JY1w6U5NGnyLby89N+PM2dmo0ULKSJFUOwVPjemzWAG91yHaT7lkz1ZUvBhuRSlb9GkgsaCyj6coTV0N6NMrM66C/QtaNQUA78rjL1gTNlmyOm9CpjYXL5gYgOdBBOcmssByBO/Sx2vyrwgDfyBqnVdDg1Jg3/CeIBnqWkAIBKMu5g5WOIy2BiMK5u9WmlypWRjZgb8uXiZY2ZBGOW62AzP+e8PbeVSaM7/rgDOgLFSs3e78Ilg+k73OSRQRtY9qnwSiCdPDCuQuIMBrotP27aLUavWaLt3f7AmaDTXzU7NgAGHEBDQzWwXRamoX3+CyTKurvm0LGYyMlJQq5YUiY2l5dNP7/K6QupmPAsKGsq63KktxwoXNicfjDx0776RXc6b19NkeTc3fvGvUCExkjpbj0qlQpkywTzxkPgRwoXWXjCmFFcH065RQ/z4TVLg4eGNqVPfoV+/fXBx0Rjw801m2DstW87D+PGP0KrVQq3tKpVKK3MlJfdx1cg+rrD6nrN8EIziyRGFWb4Z7P0AJgOQ3sHdOO1gOiOcCtqZqFQw7O6lZC4ACOfZritVtAQTnBoA1FMklsZOkhKuzTif0rCKzrohVzN7cUHjUgrmK4jsJX6TEBh7b/6X899RpoS8wcRwewxtBWK8LK2xjV/AXAPfpIsSotja15S2ojH82ipSpCK7XKxYVXa5YcPJorZITjIz9Y0WP/qoNvr12yt9Y8ygWrX+uHdvm9EyugN87iDQUcifvyivZZQx18upU98hOfmt2QoQOfjoI012ST5lqp9fazx7dgKenuVQvHhVrZTwXKpV+1i0NkqBk5OUCY7FxZhSvESJQKNJFJSIWmnKteiTKnOnGDRs+AVOntTOxOnj0xCAxtKLkrswZs0TyFnmKp+kD5tvPb8DGGdB+Q882yqASRtujwTBsDuZGm56hGw4pvIpD5jsW7oYu7//BePuY89SpSHrFzXqAWUAGPelJgbK9RGsRfLgOFKUcfwgbCw3e0A9Zcn1W1HyO6gLmMyK/3G2ceNy2SuOOFkkC4aCuwKAl5dG+USI1Pk6hEE9KDAXQuwpl4VpTCmeAO0sfRUrdsTt2xuNlHYs+DJqqWHiC30kYWssp2hR/rCB7dv/ik8/vcvur1atH/r3P8BrjZgvXxGz4oPZM1JnXaSIS7ly9pE11Rqcnd0waxbBqFFX8M03TC4wb++aGD8+VLLEDBT7QtddgPsW5kaH1E8poAzkj3ApLrtNF9GKjVQbjJtZbsGY8kkF+7eoMRR8eRcYpaPaUm8gmHhCfEqa3rDOBdWeULYUSAG0rYOaydYK23EC8BSMS7M6onQAmAmahYYOsgOo5ZNA1KkzFocPa+a0unVbr7W/atWPcf/+Di1FlJIw5IbEJSCgGx4/3gcAyM5WlvLJGOqU5fnze+G779KQkvIO7u4lkJb23sSRjoOu253S0LUQ6ddvP54+PYJ69cZDpVKhVasFKFKkImrWHM6W8fAohcTEKHZ96NAzUjVXcMaOvYOwsNN2Hw/IUsaNe8jGkss9aO5lQ3HNlIRuTC6lfiMpttMfwADO+had/SXBZNUaK1mLhIX7pvIEv7tHP2hc0xxHimIybAGM5VM2gCQwypj/DB7heNhbnC5bOZvzp87C+B2YgN3cIPIVwAyO1cyXpmmiEAomu6F9T7VaziPkPksUrmWicu3HNegG1DBsLmAf5Lb7TTR0BwFBQdqxRnr02ITx40PtKnOUJeTJo/lsliwZxFuG61JHSBa6dGHyWSg9iCzXqs3Z2Q3u7iXka4xMmBMnyR4xFFw9IKALOnVaziql3NzcUb/+BC0lK/eeBxhXLqVSokQg6tefKHczBKdo0Uq5TlnBff8o1ZKWQjGHXjrrUQCiYX5QZHvDk7NsyIqEa4OdDcaqBAB+FaNBEsK1nVfB8RQx5iBHIHEh8DewvSmAGZz1vGCUp1zXQV0rJ0N1KYGKABzRITwAzLXlJjw5y1SKkh6qfJIIZ2dXRQ+S8ubVBIItVkw3rKCGggUZfbKbmwdq1hyJMWNCEBw8zWB5e6RHj01mlfv44z2mCykUXUs3JWQE42PSpBeYMuWVVcd26bLGYPY/CkUuuApVe46zRqHYiu6MtBOYoLFKhev0bGwqQ53uvQgYq5JoAPaTY9U89plZznGlKP37V6nTlvfAn2HSHH6Hsp9ZimPCtRSibpTSQ5VPFLNo0GASu9yx43K0a7cUHh6l0L37Bq1yI0deQvfuG1CyZA2oVCqULFlDEUGO1VZaAFC9+iCMHHkZAFC2rGFv4PLl26Fs2WZsFrzixasZLKs0qlbVDqxdpkywTC2xDVfX/FZbqpUp0xhTprxEkybfokoVpYfIpDgSX3wRiQEDDilWKUyh5Ea4bnS/AFgPxi1Jd7rrNIBD0GQP84YyXEN25vz3ApO2/E7Oencjx3QE46Z1Kme9uRgNk4nhOusNZGmF7bjCeku1FmCUp/MAjBGsRRSK7cQAOAeA3z+CIiYqQoijBbM3io+PDyIjI0Wpe/ZsjXjgaJmW0tISsXBhQRQtWhnjxj3Q2qe+bqVfc3z8CxQqVJp1oUxIiEKBAsXh7Gw6PGJiYjTy5fNymAx4r1/fwcqVmkTP06cnUysLCoWieMSUAXILYv6GXCWLsiUKfVKhCSqte20qA9uVRjgAH2hmthPAWBaYE2A2Kaeso8yKXwTAnbZLhv0HFadQKBRT2CoDKPod/+TJEzRq1Aj+/v6oW7cu7t+/L2t71NYhdetakkxXGeTJ44Hx4x+zFkFcRo++ifHjH8vQKmHx9CyrFburYMFSZimeAMDD4yOHUTwB+rGSHOnaKBQKhcJgb3KU2uF7hKytEIe8AG6CsQTR5S6YjGFKpwy0BxYFYX5mI3cofFCig25gaipFUSgUisLf82PGjMHo0aMRGhqKqVOnYtiwYbK2JzBwIADA37+LrO0QCy8vf+TNq5/1zNu7Jry8lBxGkKKLh8dHqFyZyWEyfXqyQ2TVolAoFIo29iZHzcz5rxts3FGoCf4YONUAlJO4LRRxKQegVs7yByh8wEWhUCgCoVi3u5iYGFSoUAFxcXFwcXEBIQTe3t64cOECKlSoYPA4Mc3FCSFITn6LAgWKiVI/hUKhUCgU66FudxrsUo4C8Ao0SDGFQqFQKPZIrnW7i4iIgLe3N1xcGINelUqFMmXKIDw8XLY2qVQqqniiUCgUCoVi99ilHAWqeKJQKBQKxVFRrPLJXJYsWQIfHx/2LykpSe4mUSgUCoVCoSgCKkdRKBQKhUIRAup2R6FQKBQKJVdAZQANVI6iUCgUCoViCbnW7a548eKoVasWNm/eDADYtWsXfHx8jApMFAqFQqFQKBQqR1EoFAqFQpEWxVo+AcDjx48xbNgwxMbGomDBgli3bh0CAwONHpMnTx4UKyZOXKakpCS4u7ubLkixO2jfKRfad8qF9p1yUWrfvXnzBmlpaXI3w26gchRFKGjfKRfad8qF9p1yUWrf2SpHKVr5ZG9QU3TlQvtOudC+Uy6075QL7TuKGND7SrnQvlMutO+UC+075ZJb+06xbncUCoVCoVAoFAqFQqFQKBT7hyqfKBQKhUKhUCgUCoVCoVAookGVTwIyefJkuZtAsRLad8qF9p1yoX2nXGjfUcSA3lfKhfadcqF9p1xo3ymX3Np3NOYThUKhUCgUCoVCoVAoFApFNKjlE4VCoVAoFAqFQqFQKBQKRTSo8olCoVAoFAqFQqFQKBQKhSIaVPlEYbl37x4SExMBANnZ2TK3hmIJtO+Uy4ULF/D48WO5m0GxgpMnT+Lq1atyN4NiIfSZo4gF/RYrF9p3yoW+05ULlaOUiS3PnIvAbaEoCEIIVCoVdu/eje+++w5eXl4ghGDjxo3w8/OTu3kUI9C+Uz7nz5/HqFGjUKJECWRkZGDcuHHo0aMHChQoIHfTKCa4efMmBgwYgOLFi8PFxQWtWrXCZ599hsKFC8vdNIoR6DNHERr6LVYutO+UD32nKxcqRykTIZ45avmUi1GpVMjOzsb69esxd+5cnD9/HjVq1MC8efNw7tw5uZtHMQLtO+WzadMmTJkyBefOncO4ceNw7NgxrFq1Su5mUcxgx44dGD16NM6dO4c5c+bg4cOHWLBggdzNopiAPnMUoaHfYuVC+0750He6cqFylDIR4pmjyqdcxtu3b/Hw4UOkpaUBAG7fvg0nJyfUqFEDADBz5kwUKFAAJ06cQHp6upxNpehA+065vHnzBocPH0ZcXBwAxqT//fv3cHFhjE979uyJ9u3bY+/evUhKSpKzqRQd3rx5g61btyIyMhLq5LAvX75k+6lBgwYYPXo0duzYgffv38vZVAoH+sxRxIJ+i5UL7TvlQt/pyoXKUcpErGeOKp9yAYQQJCYmYsqUKQgMDMTXX3+Njz/+GABQunRp3L9/ny1bokQJ1KtXD9HR0bhz545cTabkQPtO2WRkZGDu3LkIDAzE8uXLMXDgQJw+fRoqlQr58uWDSqVCRkYG8ufPjwYNGqBkyZL466+/5G42BcxHdsmSJahevTp27NiBTz/9FGvWrAEA+Pr6IisrC8nJyXBxcUHDhg1Rs2ZNLF++XOZWU+gzRxED+i1WLrTvlA19pysXKkcpE7GfOap8ygWoVCo8fPgQt2/fRnh4OA4cOIC0tDRMnz4dRYsWRVBQEJYsWcKWb9y4McLDw6nPtB1A+07ZvHz5EsePH8ezZ89w8OBBNG/eHD/99BPCw8NRt25dnD9/Hi9evAAAFClSBL6+vkhJSZG51RQAiI2NxaFDh3Dnzh3s27cPQ4cOxapVq3D79m3Ur18fYWFhuHHjBgBmcNOiRQvExMTI3GoKfeYoYkC/xcqF9p2yoe905ULlKGUi9jNHlU+5hBs3bqBSpUpQqVQAgClTpiAyMhJHjhzBvHnzsGvXLjx58gQA4Ofnh5cvX+LNmzdyNpmSA+075ZKcnAwnJye8evUKADB06FBUqFABv/32GwYPHow3b97g9OnTAABPT088efIEhQoVAgDWNJkiD/ny5UNsbCwiIiIAAD169EDr1q0xZ84cdOjQAXnz5sWRI0eQlZUFNzc3PH36FBUqVABA+05O6DNHEQv6LVYutO+UC32nKxcqRykTsZ85mu3OgcnKyoKTkxNUKhVcXV3x4MED1k+zadOmOHXqFM6cOYMOHTqgb9++mD59Ojp06IDQ0FB89NFHqFatmsxXkHuhfadcsrKy4OzsDICZ9fH29sarV6/g5+eHEiVKoHPnzliwYAGysrLwySefYNmyZQgNDYWbmxsiIiJQuXJlAGCFZIq4qDMeAdp9Fx0djTp16uDRo0eoVasWnJ2dMXLkSHTq1AlRUVGYMGECPv/8c4wePRrFihXDuXPn0K1bNwC076SGPnMUsaDfYuVC+0650He6sqBylPKR8pmjlk8OwtKlSzFw4EDs2LEDsbGxAABnZ2f2Jhg+fDhu3rzJZvBwc3NDpUqVEBoaCoAJsjh8+HAcOHAAHz58wJ9//okiRYrIczG5DNp3yuX3339Hs2bNsGjRIvz7778AwL68P3z4gEaNGiEjIwPXrl1DQkICVCoVSpQogaJFiyIiIgJdu3bFL7/8Ajc3NyQmJmLv3r2oXbu2nJeUa1i5ciVq166NqVOn4sCBAwA0fff69Wv4+/ujcOHCuHv3Ljv74+npidq1a+PGjRuoVq0a1q9fj5o1ayItLQ2HDx9GmzZtZLue3AJ95ihiQb/FyoX2nXKh73TlQuUoZSL7M0coiiYtLY1MnDiRdOzYkaxfv55069aNDB8+nGRmZhJCCGndujU5c+YMIYSQyZMnk86dO5PY2FhCCCGPHj0igYGBJD09na0vIyND+ovIpdC+UzZLly4lLVq0IAcPHiQLFiwgZcqUIYmJiYQQQsaMGUM2btxICCFk/fr1ZODAgWT//v2EEEJSUlJI7dq1ycuXL9m6srOzpb+AXMz69etJcHAwOXPmDNmwYQMpXrw4efjwISGEkDlz5pCVK1cSQgg5cuQIGT58OPntt9/YY1u0aEEeP34sS7tzO/SZo4gB/RYrF9p3yoa+05ULlaOUiT08c1T5pFDUHR4XF0cqVqxIEhISCCGEhIaGkjZt2pCffvqJEELIixcv2GMSEhJIx44dyfDhw8mmTZtIkyZNyIIFC6RvfC6H9p0yiY+PZ4XW9PR0EhwcTK5fv87ub9u2Lfnss88IIUzfqklNTSVLly4lgYGB5JdffiGtWrUiQ4cOZfudIj5paWnsckZGBhk8eDDZs2cPu23EiBFk9OjRJDU1lSQnJ2uV3b9/P/Hx8SHz588nrVu3Jt26dSNv3ryRsvm5FvrMUcSEfouVC+07ZULf6cqFylHKxB6fOap8UhCPHz8mCxcuJFlZWYQQQrKyskhcXBzp3r07+eeff9hy27ZtI5UqVeKt47///iMrVqwgPXr0IKtXr5ak3RTad0rm6dOn5NNPPyXVq1cn165dY2dUO3XqxAq4hBBy/fp1Urp0aRITE8Nbz6FDh8gXX3xBVq1aJUm7KcxA5LPPPiPdunUjGzduJFFRUYQQQrp06UK+/vprtty9e/dIw4YNyZUrV3jruXDhApk3bx75448/JGl3boc+cxSxoN9i5UL7TrnQd7pyoXKUMrHnZ44qnxRARkYGmTdvHvHy8iJFihTRugEiIyPJ6NGjyS+//MJui42NJc2aNSOHDh1it+3du1fSNlMYaN8pm08//ZR4eXmRxYsXk7dv37LbMzMzyYoVK0i3bt3YFzohhAQFBbH9mZWVRfbs2aNlokqRhqysLLJo0SJSqVIl8tNPP5G//vqL9OzZk0yePJkQQsju3btJ9erVtfquU6dOZM6cOYQQpn8PHTpEbt68KUv7czP0maOIAf0WKxfad8qGvtOVCZWjlIu9P3M04LgCcHFxQe3atbF//34sX74cmzdvZveVKlUKFSpUwMOHD3Hr1i12e4kSJdh0h69evcJff/2FlJQUydue26F9p0yysrIAAGXKlEGxYsUwefJkeHl5ITw8HAATmK9u3brIzs7Gzp072eO6devGppR1cnLChQsX2CB+FOlwcnJCtWrVsHXrVkyZMgV9+vRB69atkZiYiIyMDDRq1AhFixbFihUr2GM6dOiA27dvA2D69969eyhRooRcl5DroM8cRUzot1i50L5TJvSdrmyoHKU8FPPMiabWogiK2tc2NDSUNGnShGzfvp3d9/DhQzJhwgQyaNAgQgghb9++JU2aNCFPnz6Vpa0UbWjfKQ/ujIC7uzuZOXMm6dKlC2ndujUZN24c2bdvHyGEkGXLlpGAgAASGxtLYmJiSNu2bcmpU6fkajaFaGKBfPjwgRCief4mTJhApk2bxpbbtWsXKVmyJAkJCSEvX74kPXr0IH///bf0DaYQQugzRxEf+i1WLrTvlAd9pysXKkcpE6U8c9TyyY44evQoEhMTefe5ubkBYLSZXbp0wdq1a9l9lSpVwrRp0/Dq1St06NABVatWRZs2bVC6dGl25ociLmlpaQb30b6zb9Tafi7Ozs7Izs4GAIwfPx4bNmzAp59+ik2bNqFs2bKYMWMG3r9/j/Hjx6NRo0YYNWoU6tSpg8DAQNSrV0/qS8i1HD16FG/evNHapk6tnT9/fgDM85ednY3//vsPDRo0YMv17NkTn376KRYtWoQmTZrAx8eHpviViBUrVrBpmdXQZ44iBFSOUi5UjlIuVI5SLlSOUiaKlqMkU3NRDLJ69WpStWpVEhwcTLp06UI2bNjA7tu7d6+ev2xISAipX78+uXbtGiGEsBkD3r17R65du8amTKSIS3p6Opk3bx7Jly8fWbduHbtdHQxz3759tO/slMzMTLJ48WLi4eFBRo4cyfo2q/vuxIkTbFDErKwsrX6JjIwkrVq1ImfPniWEMDNEERERJCkpSeKryJ2kpaWRefPmkdq1a5PWrVuTFi1asCl9MzIyyIkTJ8iaNWu0jrl48SJp0KABu871ZX/z5g07u0cRn6dPnxI3NzcyZswY1jIhOzubPnMUm6BylDKhcpRyoXKUcqFylLJRuhxFLZ9khBCCjIwMXLp0CYsWLcL58+cxePBgzJ49G0+ePAEAPH36FCVLltQ6rkaNGujevTuGDx+Ojh07Ys2aNQAAT09P1KlTB+7u7pJfS25k165dePbsGfr27YsdO3aws61OTsxjFRoaCm9vb61jaN/ZBzdv3sTr168xceJEEEJw48YNAJq+S09PR6tWrdht3H45efIkSpQogSZNmgBgZoh8fHxQoEABia8id7Jp0ybcvHkTu3btwvHjxzFixAjMmTMHABMbJD09HS1atAAAZGZmAgCuXr2Ktm3b4t69e+jcuTOmT5/OzogXLVqUnd2jiIf697516xZq1aoFgOkXgHmG0tPT0bp1awD0maOYD5WjlA2Vo5QLlaOUC5WjlInDyFGSq7tyOY8fPybHjh1jNcShoaGkYsWKWhrj3r17kxkzZpDk5GTeOjZs2EB8fX1JzZo1yZ9//ilJuylMBhUucXFxrOa/fPny5MCBAybroH0nD0+ePCFHjx5lsz68f/+evH79mhBCyKhRo8isWbNIXFwc77HZ2dkkISGBrF+/nrRo0YI0adJEK60zRVwePnxI9uzZQ6KjowkhzGzbgwcP2P13794lzZs3Z/frkp6eTipWrEiKFStGWrduTbZu3SpJu3M76n5TP2cZGRmEEELmzJlDzp49S6ZMmUImT55MEhIS9I6lzxzFGFSOUi5UjlIuVI5SLlSOUiaOKkdRyyeJSEhIwKBBg9CtWzf88ccf6NChA8LDw1GxYkXkyZMHu3fvZsuOGjUK//zzDxISErTqyMjIAMD4Vv/vf//DzZs3MXz4cEmvIzdy//59tGnTBgEBAexMKgAULlyYnU3t06cP1qxZg9TUVN46aN/Jw507d9CrVy/07dsXmzZtQtOmTRETE4OCBQuiaNGiAIA2bdrgyZMnuHnzJgDoxYhITU1FdnY2njx5gilTpuDcuXNo27at5NeS20hOTsbYsWPRrVs37N27F02aNMG9e/dQsmRJVK5cmZ2NO336NNzd3fVmxwEgKSkJWVlZaNmyJTZu3Ijjx4+jf//+Ul9KrkK33xo1aoT79+9rWTK4ublh9OjReP36NRYvXoxNmzZp1UGfOQofVI5SLlSOUi5UjlIuVI5SJg4vR8mt/cothISEkI8//pikpKQQQggZNGgQ6devH0lISCDLli0jrVq1IoRofKXLly9Pjhw5Qggh5N9//yWTJ08mz549k6fxuZjs7GwyZcoUMn/+fNKoUSOyaNEivf2EMNlVfH199bIFXLlyhfadTGRlZZFPPvmE/PDDD+y29u3bk/HjxxNCNDMIiYmJZMiQIWTevHlax0dERJCpU6eSEydOSNdoCkt4eDjp3r07O+MzZcoUMmjQIHLnzh1CiOZdOWjQILJz506tY1+8eEGmTZtG+04GDPXbvXv3SFJSEhk9ejQhhJA///yTFC9enBQvXpzs3r2bEELI8+fPab9RDELlKGVC5SjlQuUoZUPlKGXi6HIUtXySiNOnT+PDhw/ImzcvAODHH3/EixcvcP78eXTq1AlRUVHYs2cPq9Vs1KgRq5EODAzEpEmTUK5cOdnanxshhEClUmHs2LGYPn06pk6dii1btuDly5dsGZVKhYyMDHh5eaF79+7YuXMnnj9/jlWrVgEAqlSpQvtOBrKzs+Hk5ISJEydi4sSJ7PYWLVrAxcUFAOPXnpWVBXd3d3Tq1AnR0dHYtWsXfv75Z8TGxqJkyZL46quv2JgFFGm5ePEiUlNTUbx4cQDAtGnTkJ6ejosXLyIjIwNOTk6IiorCu3fv0LNnT0RGRrLPnbe3N7788kvadzLA129paWk4d+4csrKy8M8//6BEiRLYtm0bPv30U7Rp0wZFihQBAJQqVYr2G8UgVI5SHlSOUi5UjlI+VI5SJo4uR1Hlk8CoUxySHJNT9f927drhypUrbDBFb29v1KlTB/v27UO5cuXw+eefY/bs2Vi+fDlGjBiBhw8folGjRgCYVJelS5eW4WpyF2ohVY061WiFChUAAF27doWbm5uWaT8AuLq6AmD6eOXKlWjcuDFu3ryJrKwsFChQgPadBBAdE2/14KNatWrInz8/+1wePXoUderUYcs5OzsDAEqWLImtW7dizJgxuH//PvLnzw8XFxd4eXlJdAW5l9evXwMAsrKyAGj6snXr1jh58iTi4uIAMAEt69atixs3biA2NhYAcObMGYSGhuLrr79G165d8fDhQ2RkZNC+k4Bz586x/QCY7reQkBBER0dj7ty5OHToEI4dO4bvv/8e+fPnR0pKCgghcHV1pf1GoXKUgqFylHKhcpRyoXKUMsm1cpQc5laORnJyMpk5cybp2LEjmTt3Lnn//r1emQ8fPpAePXqQ+fPns9tu3bpFvL292fVTp06RsWPHktmzZ9N0oxKRmppKvv76a9K8eXMyefJkEhYWxltObVq8du1aUq9ePTbgopqVK1eSKlWqkO+//56mG5WIDx8+kDlz5pBOnTqRGTNmkKioKN5yapP+0NBQ0rBhQ9ZlQ82FCxdIw4YNyfTp02nfSciTJ09IiRIlSJcuXfT2qU3B27VrRyZMmMBuf/ToESlbtizbhw0aNCDe3t7k559/pn0nAZmZmeSHH34g/v7+ZMSIEXpuMIb67eHDh8TX11fr2VO/UzMzMyVoOcXeoXKUcqFylHKhcpSyoXKU8qByFCFU+WQjiYmJpHPnzmTMmDHk0aNHpFu3bmTcuHHk5s2bhBDtG2Lv3r3ko48+YrOvPH/+nPTo0YP16aRIz3fffUcGDBhAnjx5Qvr370+GDBlCzp07Rwgx/DDXrl2b7N69m+zatYscPnyYEML4tVOk48SJE6RatWrkk08+YbN0fPnllyQmJsbgMdu3bydff/01IYSQPXv2kD179hBCCG+WCIr4XL58mfTs2ZPUqlWLXL58mRCi+eiquXLlCsmTJw958eIFu61Zs2YkNDSUEMIMPCnSce3aNdKnTx9y9+5dre3qgYkaQ/32/Plz3vKU3A2Vo5QNlaOUCZWjlA+Vo5QHlaMIURGiY2dJMUlqaiobc+Dy5ctYunQpVq1aBU9PT1y7dg0jRoxAhw4d8OOPP+od261bN7i7uyMwMBA7d+5E69atsWjRIqkvIddDcuIQtG3bFuPGjUO3bt0QERGBdevW4eHDh9i2bZvBY7t06YJDhw7B398fP/74I7p27SphyykAE/vD1dUVwcHBAICDBw9izpw5uHLlCmvmr0u3bt2QnZ0NZ2dnxMTE4Ntvv0WnTp2kbDaFw08//YR3797Bw8MDt2/fxrZt29gYE4Am3sTo0aMRHx+PcuXK4eTJk6hbty6WL19usJ8p4jFs2DBUrlwZU6dORVhYGF68eIHg4GDW7QKg/UYxDypHKR8qRykbKkcpHypHKQ8qR9GYTxZx7do1tG3bFiNGjMDatWsBAOnp6Xj27Bmio6MBAGXKlEGJEiUQEhKC27dvA2A+0Gpf6XXr1mHgwIF4+PAh5s2bRwUmibh48SLGjRuHy5cvA2DiEMTGxqJs2bJIT08HAJQuXRrt27fHy5cvcenSJQCa2BMAkJiYiOHDhyM+Ph5Hjx7Fo0ePqMAkAbp9BwB169ZF/fr12f7x9fWFh4cHkpOTeeuIiIjAgQMHUKBAAYwbNw6XLl2iApME6PZddnY269OemZmJ4OBgNG/eHE+ePEFERATS0tIAaOIWAMCSJUvw5ZdfIjk5GfPmzcOKFSsU/+G1dy5duoR+/frh6NGjAMC+IytVqoTY2FjMmjULvXr1wtKlS9G3b1+cP38eAO03immoHKVcqBylXKgcpVyoHKVMqBxlGBe5G6AUQkND8cUXX2DkyJHw9fXFlClTEB8fjylTpqBy5cr45ptvUKxYMdy7dw+dOnXCkydP8OrVK9SoUQMqlYq9WYoUKYKOHTuiY8eOMl9R7iAzMxMbNmzAjBkzULp0aRBC0LBhQwBgA7I9fPgQsbGx8PLyQtmyZVG7dm1cu3YNjRo1YmcPAMDDwwPz58/HRx99JMu15DaM9Z27uzsATXC+P//8EzVr1kSBAgX06iGEoHTp0rh9+zYCAwOlu4BcjKG+4z5PFy5cwCeffIIiRYrAw8MD/v7+GDt2LH7++WetGSB3d3fUq1cP9erVk+NSch1//fUXpk2bBm9vb/z6669o37493NzcAABubm6IiIhAkSJFcOPGDSQkJGDRokWYNWsWTp06RfuNYhQqRykTKkcpFypHKRcqRykXKkcZh1o+GSElJYVdfvXqFfLnz4/hw4ejRYsW+P7773Ht2jUcO3YMGzduxNdff42qVati165dmDFjBs6fP08/rjKizhCgUqlQp04dHDt2DAsXLkRERARu3LjBluvatStu3ryJO3fuAABKlCiBp0+fsuktdaF9Kj7m9J16pk6lUiEpKQnHjx/HZ599BgBISEhAamoqW59KpQIhhApMEmBu34WFhaFQoUL49ddfUbVqVbx//x5lypTB3Llz2TIU6VBbnABAvXr1sHPnTmzZsgVxcXE4ffo0u6958+aIiIhAfHw8AKBgwYJo2rQpChcuzGYgo1C4UDlKuVA5SrlQOUq5UDlKmVA5ynyo8omHJUuWoHbt2hg3bhyuXbsGAIiKikLp0qXx5s0bAEDjxo1RtWpVNl1s48aN8cUXX6BUqVK4du0a6tevDx8fH9muIbeyZMkSBAUFYdSoUTh8+DAyMjJQo0YNVKtWDX5+fihXrhy2b9/Olu/SpQvKly+PFStW4MaNG3j//j2SkpJQsmRJGa8id2JJ33Fnfu7du4fg4GAkJSVh1KhR+OSTTxAVFaVVtyOYqdozlvadr68vQkJCcP/+fWzevBk3b95ElSpVsHDhQrYMRXyWLl2KoKAgDBs2DBs2bMDbt2/h6+uL2rVro0SJEmjRogVWrFjBlq9VqxYGDBiA+Ph4XLp0CbGxsVi+fDkaN24MDw8PGa+EYm9QOUq5UDlKuVA5SrlQOUqZUDnKCqSNb27//PHHH6R169bk6dOnZObMmaRz585k//79JDIykgQGBmplBdi1axcZMWIEiYiIIBkZGeT69eukTZs2JDAwkKxatUq+i8il7Nmzh7Ru3Zo8f/6crFq1ivTq1YssWLCA3Z+dnU22b99OOnbsSO7du8duf/PmDfnxxx9Jq1atSJkyZciCBQsUl7ZS6VjTd+pMD+PHjycqlYoEBweT+fPns1mQKNJg7XPHTaWemZlJHjx4QFJTUyVte27m0qVLpG3btuS///4jBw8eJAMHDiRjx47VKnPlyhVSs2ZNcvXqVa3tGzduJAMGDCCVKlUiCxcuJGlpaVI2nWLnUDlKuVA5SrlQOUq5UDlKmVA5yjpyvVpUHQBMTVhYGBo1aoTy5ctj+vTpaNeuHTZv3oyiRYuiTp062Lp1K2sSWapUKVy9ehUlSpSAi4sLUlJS8PHHH+POnTsYPXq0HJeTq0hJSWF91QEmnoS3tzd8fX0xfPhwDBs2DEeOHMHTp08BMLM21atXR+nSpXH8+HEAQHh4OIoWLYqvvvoKa9euxYsXL/DNN99o+dxShEeIvouMjAQAFChQAGvWrMH58+cxffp05MuXT/oLykUI0XcvXrxAwYIFQQhBVlYWnJ2dUblyZeTJk0eWa8oNJCUlISMjg12/e/cu0tPT4efnh/bt22PatGn4559/cO/ePbZMhQoV0KRJE2zZsgUAE9cFAAYPHozffvsNDx8+xNSpU9lYBpTcCZWjlAuVo5QLlaOUC5WjlAmVo4Qh1yqfHj16hFGjRmHAgAGYP38+ACag3ps3b+Dj44O0tDTkyZMHjRs3Rr58+bBv3z5MnToV9+7dw5IlSwAADx48QFBQEHsjBgcHY+TIkbJdU27h0aNHGD58OHr27Imvv/6azcxBCEH58uURHx8PV1dX1KlTB5UqVcL69evZYytXroxmzZph2bJl8PPzwx9//IEPHz4AAMqWLSvH5eQqhOy75cuXIzMzEwsXLsSIESNkuqLcg5B9t3r1aiQnJ0OlUtEBisio+61z586YMGECnjx5AoAJ2uzv74+XL1/C2dkZ1apVQ7t27fDTTz+xxxYpUgT9+/fHunXr4Ofnh59//pmNU1C4cGE5LodiR1A5SrlQOUq5UDlKuVA5SplQOUpYcp3yKTMzE4sXL0bv3r1RsWJFzJ07F0uXLsWvv/4KlUqFcuXK4ciRI+wLISAgAOXLl8fjx48REBCAadOmITw8HHXq1MGKFSswceJE5M+fX+aryh1kZWVh3bp16Nu3L/z9/bFu3Tr8888/+N///geACXL58OFDhIeHA2Ae+ODgYLx69YoNerpr1y6MHTsWfn5++O233zBv3jzezB4UYRGj73744Qe4uNCEnWIj1nNH35viQgjB3r170a9fP/j7++PQoUOIiorC77//jvT0dBQqVAipqam4efMmACY4ab9+/RAVFYWEhAQAwN69e9GhQwfUq1cPy5cvxx9//AFPT08Zr4piD1A5SrlQOUq5UDlKuVA5SplQOUoccp3yycXFBSVLlmRn4CpXrowZM2Zg586dAICxY8fi6dOnuHTpElJSUpA/f368ffsWMTExAICmTZti5cqV2LVrF65evYq6devKeTm5CmdnZxQrVgy7du3CN998g5IlS+Krr77C3r17AQA9e/ZEcnIyLl26hPfv38PNzQ1v376FSqViTYiLFCmCw4cP4/jx4zRNs4TQvlMutO+UiUqlgpeXF7Zt24ZvvvkGBQoUwNixY3Hy5Em4ubmhcePGKFSoEC5duoQ3b97AyckJsbGxKFmyJBuotEKFCjhw4ACOHz+O9u3by3xFFHuBylHKhb7PlQvtO+VC+06ZUDlKHHKV8kntX9ujRw/4+fkhMzMTAOPD2apVKwCMCdzAgQOxadMmbN26FYQQxMTEoGbNmmw9+fLlo6bFMtGyZUtUqFABWVlZAJhsDvXr10dWVhYKFiyIPn364Ny5c1i8eDGysrJw69YtlCtXjj2+RYsWaNy4sVzNz9XQvlMutO+USd26dVGpUiU25XKBAgXg7+/PKgS6deuGiIgITJ06FUlJSThw4ACKFi0Kd3d3AEC1atUQHBws5yVQ7AwqRykf+j5XLrTvlAvtO2VC5SjhcVjl0/PnzwGAfcgBTZrQ/PnzQ6VSsaamFy5cQJUqVdhyEyZMQN++fbFr1y5UrVoVhQsXRr9+/fTqoYjDo0ePAIAVarmo+06tUd63bx9q1KjB+jv3798fEydOxP379xEUFAR3d3dMmDBBusbnctavX499+/axZsLcgIq07+ybrVu34tSpU+wHlvadMlixYgV+/PFHLbNvNXnz5tX6Xm3duhU1a9ZkZ1JbtWqFuXPnghCCJk2aIH/+/Pj+++8lbT/FfqFylHKhcpRyoXKUcqFylDKhcpTESJNUTxoyMjLI3LlziZeXF6lVq5ZZx9y6dYuUL1+eXX/79i27HB0dnatSH8pJZmYm+eGHH0ihQoWIp6enWceEhYWRcuXKsetRUVFsitF3797RvpOQ69evE19fX9KtWzfSq1cvMmDAAPLy5UtCCCFZWVl65Wnf2Q/bt28nlStXJt27dye9e/cmX3zxBYmJiSGE0L6zZw4cOEAqV65M+vbtS2bNmkX8/f1JVFSUwfKxsbHE39+fvHv3jhBCyLNnz9g0zSkpKSQ9PV2KZlPsHCpHKRcqRykbKkcpFypHKRMqR8mDQ1k+RUdH48WLF1i8eDG8vLywa9cuANqzdrqcPXsWY8eOxaVLl9C0aVMsXLgQaWlpAABvb+9clfpQaghnRiAtLQ1hYWHYsWMHKlasiDVr1gDgn7VTc/bsWfTr1w9nzpxBy5YtMXfuXDbjiqenJ+07EeH2HcAEQpw0aRL27t2L33//HQAwefJk3rIA7Tt74u+//8bixYuxZ88ezJkzBw8fPsQPP/wAgPadPbN7927MmTMHO3bswOeff446deropbzncuHCBbRs2RKXL19Gu3btMGvWLDYgZt68eeHq6ipV0yl2DJWjlAWVo5QLlaMcBypHKRMqR8mEfHov27l79y757bffyNOnT9ltMTExJC0tjSxYsIC0b99e7xi1BjozM5NkZGSQGjVqkIIFC5J27dqRv/76S7K253YeP35M4uPjCSHMTCshhLx+/ZoQQsjy5ctJQECA3jHqvlP/b9u2LXF2diYdO3akfSch3L5Tz86MGTOGfP7552yZZ8+eEScnJ7ZP1bMBtO/kRfed+eLFC9KlSxdy6NAhQggh2dnZpE2bNqRgwYLsbA7tO/m5d+8emTdvHrl16xb58OEDIYSQzp07kz59+pCIiAjSr18/UqtWLXLkyBGSkpJCCNG8V9UMGjSIqFQq0qVLF9pvFBYqRykXKkcpFypHKRcqRykTKkfZD4q0fMrMzMR3332HTp064fLly5g4cSJ++eUXAECxYsXg5uaGLl26IC4uDidOnGCPAZgAb4QQODs7w8nJCQEBAThw4ACOHj2KPn36yHZNuYWwsDB069YNlSpVYn2Z1b60xYsXBwAMGTIE6enp2L17NwAgIyMDgKbvAGYmoXLlyjh16hQOHTpE+04C+PrO2dkZ2dnZqFWrFuLj4/H+/XsAQLly5dChQwcsXLgQAODq6kr7TkZ035kTJkzAihUrULp0aZQqVQqrV6/G3bt3sWzZMtSqVQtVq1bF8uXLAdC+k5sffvgBnTt3xrNnzzB//nx88803AID58+ejbNmyqFWrFnx8/s/efYc1db1xAP8GEBcoigMVEBVRFBRx4kYBFQdurRucrXUUt7Xqz1Wtq1brqHVbN4p74N6KeyFDRUBBFJQhss/vj2suSUggQNaF9/M8PEnuyrk5STj3zTnvMcfs2bOxaNEiTJo0CQA3IxljDJ8/fwYA2Nvb49KlSzh27BjVG6F2lIBRO0q4qB0lXNSOEi5qR+kYzce7Ci4iIoK1bNmSpaenM8YYO3HiBGvcuDG7cuUKv01SUhKbNWsW69Wrl9S+6enprF27duzWrVsaLTPh3Llzh3l7e7PLly+zSpUqsdjYWMYY90uBpMWLF8vNN9GpUyf+1wWiWYrqjjHG/Pz82IgRI9j+/fv5ZTt27GD9+vXjH3fu3JnqTkvkfWc6ODiwe/fusZiYGDZ//nzWo0cPNmTIEBYYGMhmzpzJ1q5dy+9PdacdMTExrEOHDnwOnYCAAFatWjV2/Phxxhhju3btYhMmTOC39/f3Z2XKlOF/XfXy8mKHDh3SfMGJzqN2lHBRO0q4qB0lXNSOEiZqR+keQQafYmNjWdOmTdmjR48YY1w3xlmzZvHdwzMzM1lGRgYLDAxkrVq1Yr6+vmz16tXs/v37jDHujUi0IzMzk3/93dzcmLe3N2OM8V/m4m3S09OZlZUV27NnD1uwYAHz8/NjjDG+CyvRPEV1xxiXIHHJkiWsd+/eLCkpiTHG2OzZs9mqVav4beLj4zVbYMKT9505c+ZM1qVLF36bxMRE/r6rqys7deoU/5jqTnvq1avHrl69yj9evHgxs7OzY4wxtn37djZmzBh+3ZEjR9jIkSNZQkICY0y6TgmRRO0o4aJ2lHBRO0q4qB0lXNSO0i2CHHYXGRmJBg0a4MWLFwC4bsSenp54+/YtAgMD+akso6KiEBoaiiFDhuDdu3eoW7cuAKB8+fLaLH6hxxjD7du35Sa5FIlE/Os/bdo07Nq1C+np6dDX1wdjDJmZmRCJRAgODkZ6ejrGjBmD2NhYNG/eHABQpkwZjZ5LUcMYk6o3JpEoUVHdAVyCxJEjRyI5ORlDhw7FDz/8gKNHj0pNvW1sbKyhsyiaZOtOkrzvTC8vL4SGhiIwMBAAULp0ady4cQMjRoyASCRCo0aN+P2p7tSHMYaoqCi566Kjo+Hi4oLr16/zy6ZNm4bw8HAEBgaiZs2aeP78OSZMmIBx48Zh7ty5aNu2LYyMjABwdUqIPNSO0m3UjhIuakcJF7WjhInaUcKic8GnhIQETJ06lZ/pQZ569erBxMQET548QWRkJADuzdGgQQO8fv0aADeueuDAgRg7diw+ffqE5cuXo1SpUho5h6IqMTERixcvRsOGDXH69Gl+thtFXFxcYG1tjWXLlgGAVGO3T58+GD16ND59+oTVq1fTl7aaJSUlYcGCBWjQoAG8vb2xc+dOAFl5JGTJ1h3A5ZrYvXs3Ro0ahSZNmuDevXvo1KmTRspflCUkJGDx4sVwdHTE1KlT+bqTnJ1K0Xemvb09/5359OlTjBo1CvXq1cOxY8dgZmam+ZMpQpKSkrBw4ULUq1cPY8aMwZw5cwBI11ulSpVgY2ODoKAgvHr1CgCXg8Dd3R03btxAmzZtsHHjRpQvXx41a9aEv78/hg0bppXzIbqD2lHCRe0o4aJ2lHBRO0qYqB0lUNrpcCXf8+fPmaurK6tVqxaztbVlkZGR2bYRj8E8c+YM8/Ly4rujpqSksPbt27O3b99qtMyEc+fOHWZlZcX69OnDXr16lev24twEFy9eZNWrV2fHjx9nP//8M3Xl15Jff/2VeXp6soCAAHbp0iVmYmLCrl+/LndbRXX3+fNnDZaYMMbY5cuXma2tLRs/fjx79OgR27p1K6tcuTL/PckYfWfqoszMTDZz5kw2fPhw9vr1a/b48WMmEon4GVbE2zDG2MOHD9m4cePYL7/8wq/r3r07e/z4scbLTXQftaOEi9pRwkbtKGGidpQwUTtKuLQefIqOjubvJyYm8snYWrRowTZs2JBte/EXQFpaGjt37hyzsLBgU6dOZQ4ODmzYsGH81KVE/SQbODExMaxVq1b8mNp3796xkJAQqSmZ5Vm/fj0TiUTMwcGBHTx4kDGWPWkmUa8vX74wS0tLFhUVxS9r2rQp69q1KwsPD2eMya8TeXVHNCspKUnqImXPnj1sxowZUtNp03embpD8XxcfH8+srKz4urt37x4bP348n2NAnG9HfP/FixesWrVqbMKECczR0ZH17NlT6nikaKN2lHBRO6pwoHaUcFE7SjioHVU4aC34dPfuXdajRw/m4ODApkyZwgIDAxljjE+yt2nTJubk5JTrLzgPHjxga9eupRkENOjq1ausf//+rG3btmzu3Ll83f3222+sS5curHv37szR0ZENHDiQT14qz44dO1jz5s3Z+fPnNVX0Iu/y5cvMw8OD3blzR2p5586d2bx58xhjXCNq6NChrFGjRuzatWtyj0N1p3mK6o4xxj5+/MhGjhzJTExMWK9evdi4ceMUHoe+MzVL9n/dixcvGGPcZ87Dw4O1a9eOVapUiXl4eDAHBwf25s0bqf3Fjafg4GC2e/dudvr0aU2fAtFR1I4SLmpHCRe1o4SL2lHCRO2owkUrwafMzEzWt29ftmzZMhYdHc1+/PFH5uzszEcrxWxtbdnu3bv5XwvS0tJYWloa27VrF7t37542il7kLVmyhDVs2JD9999/7PHjx2zQoEH8NLChoaHM1dWVn1r006dPrGHDhmzRokWMMcaSk5PZgQMH2NGjR7VW/qJs69atzMnJiVWsWJH9/PPPUr+inj9/nllaWjIvLy/WsGFDtm/fPta6dWu2ZMkSxhjXtZjqTntk606yOzhj3GdLPD1zcnIya9asGVuwYAFjjLFv377Rd6aWyPtf16ZNG5aZmcmSk5PZ4cOH2dChQ1lqaipjjLGBAweyyZMns8zMTJaWlsYOHDjATwdMiCRqRwkXtaOEi9pRwkXtKGGidlTho5WE448fP0Z0dDSmTp2KihUrYv369UhMTMThw4eRlpbGbzds2DDs2bMHIpEIUVFRMDAwgIGBARISElCrVi1tFL3Ia9u2LbZu3YpBgwahQYMG6Nu3L5KTk5GYmIjq1atj7969+PnnnwEApqamGD58OO7cuQMAKF68OACgVatWWit/Uda8eXPs2bMHt2/fxunTpxEUFMSv69ixI27evIlevXrB19cXAwYMQIsWLfikfYaGhgCo7rRFtu7EM6sA3CwfxYsXR//+/QFwn7OBAwfi9u3bAIASJUogMTGRvjO1QN7/uuTkZOzcuRPFixfHlStXUL9+fRQrVgwAMHjwYFy6dAkikQgGBgYAACcnJ22eAtFR1I4SLmpHCRe1o4SL2lHCRO2oQkgbEa/U1FRmamrKd5tjjLFVq1ax3r17s7i4OKlx0aampqxZs2bMxMSEPX/+XBvFJRLEvxSII8wzZ85kkydPZoxlH8/+4sUL1q1bN3bmzBnNFpIoJK6jrl27spkzZyrc7smTJ8zNzY0FBQVpqmgkF8rW3YsXL5iHhwd97nSAov91Hh4e7Nu3b2zLli2sRo0aLD09nT1//pz169ePrVy5kvK1kFxRO0q4qB0lbNSOEi5qRwkPtaMKH630fCpWrBj69u2Lv/76i182ZswY3Lp1C9HR0RCJRHj16hWGDh3KbxsVFYV69eppo7hEgp4e95YRR5hfv37N/4ojEonAGMOVK1fg5uYGT09PODs7w8XFRWvlJdIYYwCAqVOn4siRIwgODpZa/+DBA/Tp0wd9+vRB9+7dYW1tze9DtCunuktKSoKfnx+6dOmCESNGoG3btvS50wGK/tfdvXsXERER8PLygr29Pbp27YqBAwfC0dEREydOVDg1NyFi1I4SLmpHCRu1o4SL2lHCQ+2owsdAW088ZMgQDBs2DJGRkahSpQpKly4Ne3t7PH/+HNbW1tDT04OHhwd27dqlrSKSXDx58gSvX79G3759AQBBQUGwsbGBvr4++vXrh9GjR2u5hESWnp4eGGNo3749zMzMcOHCBdSuXRsBAQGwtbWFsbExhgwZgl69emm7qESGoroLDAxEnTp1kJqair59+2LkyJHaLiqRIO9/nZ2dHZ49ewZra2scOHAA7969Q82aNbVdVCIw1I4SPmpHCQ+1o4SL2lHCRO2owkXEtBiOHzZsGD5//owVK1bg6tWr2Lt3L44cOYKyZctqq0hECYwxiEQirF+/Hk+fPkWfPn0wd+5cVKtWDQcPHtR28UguxPV37NgxDBkyBBUqVECtWrVw7tw5+qVAxymqOz8/P20XjeSA/tcRdaH3ljBRO0rYqB0lXNSOEib6X1d4aDX4FB8fj3Xr1uHMmTMwMjLC9OnT0b59e20Vh+RBamoqHB0dERERAVdXV4wfP57qTkB8fX0xe/ZsVKlSBb/++is6dOig7SIRJVHdCQ/9ryPqQu8t4aJ2lLDR/2LhoroTHvpfV3hoNfgkFhsbi/Lly2u7GCSPFi1aBHd3dzg6Omq7KCSPLl++jHLlyqFhw4baLgrJI6o74aL/dURd6L0lTNSOEi76XyxcVHfCRf/rhE8ngk+EEEIIIYQQQgghpHDSymx3hBBCCCGEEEIIIaRooOATIYQQQgghhBBCCFEbCj4RQgghhBBCCCGEELWh4BMhhBBCCCGEEEIIURsKPhFCCCGEEEIIIYQQtTHQdgEIIUWblZUVihcvjhIlSuDr16+oX78+ZsyYgZYtW+a6r6+vL8zMzNCiRYs8Pae7uzvev38PAHj8+DHs7Oygr68PY2NjDB48GAkJCZg2bVq+zocQQgghRFOoHUUIEQoKPhFCtG7//v1wcHAAABw+fBju7u44e/YsmjdvnuN+vr6+cHBwyHOj6dSpU/x9kUiEa9euwcTEJK/FJoQQQgjROmpHEUKEgIbdEUJ0Su/evTFu3DisWLECAHDhwgU4OTmhUaNGqF+/PrZs2QKAa/gcO3YMy5cvh4ODA/79918AwK5du9C8eXM4Ojqibdu2ePz4cZ6ef/78+Zg8eTIAYPv27XBxccEPP/yAevXqoWXLlnjx4gV69eoFW1tbuLm5ITExEQCQlpaGmTNnolmzZnBwcED//v3x+fNnFb0qhBBCCCG5o3YUIURXUc8nQojOad68OY4dOwYAcHR0xPXr16Gvr4/Y2Fg0atQInTp1gru7O3r06AEHBwe+kXPjxg3s3bsXV69eRfHixXHt2jUMGjQIz58/z3dZ/P398fTpU1haWmLo0KHo3r07bt68icqVK6Nbt27YsWMHxo8fj+XLl6N06dK4e/cuAGDhwoWYM2cO/v777wK/HoQQQgghyqJ2FCFEF1HwiRCicxhj/P2YmBiMHDkSQUFBMDAwQExMDJ49ewZzc/Ns+x09ehSPHz+W6mYeGxuLb9++oWTJkvkqi5OTEywtLQEATZo0QVpaGipXrgwAaNq0KYKDgwFwXdfj4uLg4+MDAEhNTYWVlVW+npMQQgghJL+oHUUI0UUUfCKE6Bx/f3/Y2dkBAMaNGwd3d3f4+PhAJBLB0dERycnJcvdjjGH48OFYsmSJyspSokQJ/r6+vn62x+np6fxzr127Fm5ubip7bkIIIYSQvKJ2FCFEF1HOJ0KITjl69Cg2bNiAKVOmAAA+f/6M6tWrQyQS4erVq1K5B8qUKYO4uDj+cY8ePbB7926EhYUBADIzM3Hv3j2NlLtnz55YvXo1kpKSAABJSUkF6qZOCCGEEJJX1I4ihOgq6vlECNG6AQMG8FME16tXD6dOneK7fC9duhQ//fQTFi5cCAcHB6mu4EOHDsWIESPg6+uL8ePHY9SoUfjjjz/Qq1cvpKenIzU1FV27dkWTJk3Ufg4zZsxASkoKmjdvDpFIxC+rX7++2p+bEEIIIUUXtaMIIUIgYpKDggkhhBBCCCGEEEIIUSEadkcIIYQQQgghhBBC1IaCT4QQQgghhBBCCCFEbSj4RAghhBBCCCGEEELUhoJPhBBCCCGEEEIIIURtKPhECCGEEEIIIYQQQtSGgk+EEEIIIYQQQgghRG0o+EQIIYQQQgghhBBC1IaCT4QQQgghhBBCCCFEbSj4RAghhBBCCCGEEELUhoJPhBBCCCGEEEIIIURtKPhECCGEEEIIIYQQQtSGgk+EEEIIIYQQQgghRG0o+EQIIYQQQgghhBBC1IaCT4QUMePGjcOoUaPytW/9+vWxY8cOpbcfMWIEhgwZkq/nUoXQ0FCIRCKEhISo/NhjxozB8uXLVX5cbenevTu2b9+u7WIQQgghgtGlSxcsXLiwQMdo3bo15s+fr5oCaUBISAhEIhFCQ0O1XZQcLVmyBOPHj9fY8927dw9169ZFamqqxp6TEKGh4BMhhdC2bdsgEokwc+bMbOs2btyIf//9N8f9L1++DJFIhPT0dKnlz58/x/Dhw1VWTnUGh9Tp0aNHOHHiBCZOnJjnfTdv3gx3d/cCl6F9+/Zyl1++fDlbI/b169do1aoVKlSogDJlyqBWrVpYuHAhMjMz+W0WLVqEGTNm4Nu3bwUuGyGEECIka9euhZmZGRhj/LKLFy9CJBJhwYIFUtv27t0bgwcPBgCcPn0av/32m0bLSnIXFRWF5cuXY968eSo53uDBg/HHH3/kuE2TJk1ga2uLtWvXquQ5CSmMKPhESCG0fv16mJqaYuvWrUhJScnTvmlpaWoqlWap85en1atXY8iQIShevHie9/Xx8UGfPn3y9by+vr5YtmwZf24fP37E6NGjER4ejkWLFuHIkSP8tk+ePIGXlxcYY6hYsSK2bt2KDx8+ID4+Hn5+ftizZw/+/vtvfvuGDRuievXq2L17d77KRgghhAiVq6srPnz4gKdPn/LL/Pz8YGdnh/Pnz/PLMjIycOnSJbi5uWmjmERJGzZsgKurKypVqlTgY6WmpuLEiRNKtd1Gjx6NNWvWICMjo8DPS0hhRMEnQgoZf39/3Lt3D7t370ZcXBwOHjwotV52KJyVlRXmzZuHzp07w9jYGL///ju6dOkCADAxMYGRkRGWLFnCbyvZa+rUqVOws7ODkZEROnTogHnz5sHKykrq+dLT0/Hzzz/D1NQUlStXlvqFsH79+gC4wIeRkRHGjRuX7/OeP38+Wrdujd9++w1Vq1aFg4MDv+7GjRto2LAhjI2N0aJFC7x48YJfl5ycjBkzZqBGjRooV64c2rRpgzt37ih8noyMDBw9ehSdOnWSWh4cHAxnZ2eUKVMGtra22Lx5c7Zu6V++fMGVK1fg4eEBgHs958+fj06dOsHIyAi1a9fGxYsXcfnyZTRo0ADGxsZwcXFBVFQUAKBnz56wtrZGv379EBAQgPHjx2Ps2LGwsLDA1KlTERwcjFmzZmHfvn3YuHEjFi5cCJFIBGNjY9SpUwf6+voAAJFIBD09PQQGBkqdQ+fOnXH48OF8vf6EEEKIUNWtWxeWlpbw8/Pjl/n5+WH+/Pm4f/8+EhMTAXBtrC9fvsDFxQUA1wt5zpw5/D4ikQhr165Fq1atYGRkBHt7e1y/fp1fn56ejunTp8PMzAwVK1bErFmzci3bunXrUKtWLRgbG6Ny5coYMWIEv07chuvQoQOMjIxgZ2eHs2fPSu1/6tQpNG/eHOXKlUPt2rXx119/Sa1/+fIlunXrhsqVK6NatWr46aef8PXrV379q1ev0LFjR759c+nSJSVe0Zz16dNH6tydnZ1RoUIFvkf2/v37UatWLQBAy5Ytsw1tPHz4MCpWrKjwh0YfH59s7bT27dtjwoQJGDBgAMqUKQNzc3Ps27cPT58+hZOTE4yNjdGsWbNsbSM/Pz9YWVmhVq1a+PLlCwYOHMj3JLexscGhQ4f4bTt06IAPHz7g3r17+X9xCCnEKPhESCGzfv16ODg4oHPnzujVqxfWr1+f6z6bNm3CvHnzEB8fj6lTp+L06dMAuGBJYmIiZs+enW2fV69eoWfPnpgyZQq+fPmCJUuWYMOGDdm2O3LkCFq3bo3o6Gj4+vpi6dKlfMPl+fPnAIDHjx8jMTERGzduLMip4/bt2yhWrBhev34t9Y9/165dOHPmDD5+/Ahzc3P8+OOP/Lpp06bh1KlT8PPzw4cPH9CzZ0+4uLggIiJC7nMEBwcjLi4OdnZ2/LL09HR069YNtWvXRlRUFM6fP4+tW7dm2/f48eNwcnJChQoV+GXbtm3DH3/8gbi4OPTo0QODBw/GX3/9hQsXLuD9+/dISkqS6jYuEon4+3p6etDT05O7Tl9fX2odALRp0wYlS5ZEzZo1ER8fny0XQoMGDeDv7y/3vAkhhJDCzNXVlQ8+xcTE4MWLF3B3d0ejRo1w+fJlAFwgol69eqhWrZrC4/z777/YsWMHvnz5go4dO/JD9ADgjz/+wIEDB3Dx4kVERETAwMAgxx+8goODMX36dBw9ehQJCQl49eoVvLy8pLZZv349Fi5ciC9fvuCXX35Bjx498ObNGwDApUuXMGjQICxZsgQxMTE4cuQIli9fjv/++w8A8OnTJ7Rp0wYdO3ZEWFgYHj9+jKCgIEyePBkA94Nb9+7dYWlpicjISPj5+WHz5s15fm1lubq64ty5cwCAr1+/wt/fH8bGxrh//z4A7nUW9y4bNWoUtm3bJjUkcvPmzRg6dCgMDQ2zHfvbt294/vy5VDtNbNeuXRg/fjy+fPmCadOmYeTIkZg5cyb27t2LmJgYWFhYZEupcPjwYb7X0/Lly5GQkIA3b94gLi6Ofz+IlShRArVr16a2FCEKUPCJkELk8+fP2L9/P8aMGQOAS4p969YtPH78OMf9PD094eTkBJFIhFKlSin1XHv37oWDgwM8PT1hYGCAFi1aYNiwYdm2a9WqFQYOHAh9fX04OTnBwcEBd+/ezfvJKUHcs6pEiRJS5zF37lxUqVIFJUqUgKenJ98oyMzMxJYtW7Bo0SJYW1vD0NAQU6ZMQc2aNRUOP4uNjQUAlC1bll92+/ZthISEYOXKlShVqhSqVauGX3/9Ndu+8obcjRo1Cg0bNoS+vj6GDRuGqKgoTJs2DRUrVoSxsTH69OnDv16+vr4ICgrCwYMHYWtri7/++gsbNmxAeHg4VqxYgVq1auH333/HwIEDMWrUKMyZM0eqsXbt2jUkJibixo0bGDp0aLbu6GXLlsXnz5/z8pITQgghhYKbmxuuXr2KlJQUXLhwAS1atEDJkiXh4uLCB6UkgyKKTJkyBdbW1jAwMMDo0aMRFhaGDx8+AOB+cJoyZQrq1auH4sWLY/78+ShXrpzCYxkYGIAxhufPnyM+Ph5GRkZo27at1DbDhg1Dq1atYGBggJEjR8LBwYFvw6xevRo//vgjOnbsCD09PdjZ2WHcuHHYtm0bAGDnzp2wtrbGL7/8guLFi6NChQr43//+h507dyIjIwO3b99GYGAg/vzzT5QuXRrm5uYqyXHl5uaGhw8f4tOnT7h06RKaNGmCHj168L22JF/nAQMG4NOnT7hw4QIAIDw8HOfOnVM4eY64HSPZThPr06cP2rZtCz09PYwYMQJJSUkYMmQIrKysYGhoiEGDBkm1UdPT03H06FG+7WZoaIiYmBi8fPkSjDFUr15dKvgkfl5xW5EQIo2CT4QUIuJE4+Jf2ZydnWFtbZ1r76caNWrk+bnevXuH6tWrSy2THXIHAFWrVpV6XLp0aSQkJCj9PGFhYTAyMuL/xL/WyVO9enWp3j/yylC6dGl8+/YN6enp+PTpE759+8Z37RaztrZGWFiY3OcoX748ACAuLo5f9u7dO5QvXx7Gxsb8MtnX4uvXr/Dz80OvXr2kllepUkWqbPKWiV+vnj17YubMmfwvfZUqVcLmzZthYWGBOXPmoHfv3vx+DRs2xJYtW7K9Hvr6+mjZsiVMTEz4IKVYXFxcjo1gQgghpLDq2LEjUlJScOPGDfj5+fFD6zp27Ag/Pz8kJibi9u3bcHV1zfE4sm0OAPz/8YiICKk2l76+PiwtLRUeq0aNGti3bx+2bdsGS0tLNG3aFHv37s22jezj8PBwAFzPqTVr1sDExIT/W7p0KSIjI/n19+/fl1rv7u4OkUiEqKgoREREoFy5clKBnNzajF26dOHbbOI0DrJq1qyJmjVrws/PD+fOnYObmxvc3Nxw9uxZBAYG4t27d+jQoQP/Gg4cOBBbtmwBAGzduhXNmzfPFvQRE7djJNtpYnlpcwHAlStXYGpqyqeJmDZtGtzc3DBq1CiYmpqiX79+2SbNiYuL49uKhBBpFHwipJBgjGHjxo1ITU2FjY0NzMzMUKVKFUREROC///5DfHy8wn1lh2fJPpanWrVqePv2rdQy2ce5UeZ5LC0tkZiYyP9Jdl/Pz/EkVahQASVKlMCrV6+klr969UphY7B27dooU6YMP2QQ4F6L2NhYqQaL7Gtx6tQpNGzYMFswLr/EQwBktW/fXqkpm9PS0rLlNXj69CmaNGmigtIRQgghwmJqagpHR0f4+flJBZ9atGiB8PBw7N69GyKRCO3atcv3c5ibm0vlgszIyOADRYp4eHjgzJkz+PTpE6ZNm4bBgwcjKCiIXy95PPFjc3NzAICZmRlmzpyJL1++8H8JCQl8G8bMzAytW7eWWh8XF4fk5GRUq1YN5ubm+Pz5s1QgR/b5ZJ0+fZpvs4nTOMgjHnp37tw5dOrUCe3bt8fDhw9x6NAhNGvWTCrgNWrUKBw5cgSfPn3Ctm3bFPZ6AoCSJUuiXr16Uu20/JIccgcApUqVwoIFC/D48WO8evUKBgYGUrNAJycnIzg4mNpShChAwSdCCgk/Pz8EBwfj3LlzePToEf/35MkTAMCOHTuUPpaZmRkAZAtOSBo4cCAePXqEnTt3Ij09HXfv3sXOnTvzVOaKFSvKTXytKXp6evDy8sLcuXPx+vVrpKamYvXq1QgJCVEY5NLX15fqGg5wDdNatWph+vTpSEpKwvv37/kk7WIFmeWuoPz8/HDz5k2kpKQgPT0dly5dwpo1a+Du7i613ZkzZ7L1zCKEEEKKCjc3N+zYsQNxcXF8AKFYsWJo06YNFixYgJYtW/I9ZvJj+PDhWLlyJV6+fImUlBQsWLAgxyFagYGBOHXqFBITE2FgYMAHZMQTiADc0Llbt24hPT0d27dvx8OHD/k2zKRJk7B27VpcuHAB6enpSE9Px7Nnz3D16lUAXNqFhw8fYv369UhKSgJjDOHh4fD19QUANG/eHLVr14a3tze+fv2Kd+/eYdGiRfk+f0lubm44cuQIYmJi4OjoiNKlS6NZs2ZYvnx5tqGNzZo1g42NDTw9PREbG4sBAwbkeOzevXtnS7yeV4wxHDlyRKrtduzYMTx//hzp6ekoVaoUSpYsCQMDA379pUuXUKlSJTRt2rRAz01IYUXBJ0IKiQ0bNsDFxQXOzs4wMzPj/2rXro1Ro0bJTQauiI2NDSZMmABnZ2e+i7Ysa2trHD58GEuXLoWJiQlmzpwJLy8vlChRQunnKVmyJJYsWYJRo0bBxMQEP/30k9L7qsqKFSvg5uYGZ2dnVKpUCT4+PvDz84OFhYXCfby9vbFr1y6kpKQA4HIyHD9+HAEBAahcuTI6duyIQYMGAeCST6akpODUqVNSw+I0KSEhAePGjYOpqSlMTU0xfvx4TJw4USpA9uTJE7x58wZDhw7VShkJIYQQbXNzc0NkZCScnZ2lelO7uLggMjIy1yF3uZkxYwZ69+6Ndu3awdzcHKmpqWjevLnC7VNTU7F48WJUq1YNZcqUwZQpU7Bz506pdAHjxo3Dr7/+ChMTEyxfvhxHjhzh1/fs2RO7du3C3LlzUalSJVSqVAmjRo3Cp0+fAHC9y2/dugU/Pz/UqlULJiYm6NSpE54+fQogq33z5s0bVKlSBS4uLhg5cmSBXgOxDh064OvXr3BxceFTBHTq1AlxcXFy82qNGjUKJ06cwMCBA3MNAP700084d+4cn2srP27evAlDQ0M0btyYX/bmzRv07NkTJiYmqFatGj58+MAPBwS4ROiTJk2SCg4SQrKImGQ2WkIIKYDJkycjICCgwL82CcHo0aNhY2ODadOmyV3v6+uLgQMH4tu3bzhx4gTmzZuHBw8eaLiUyuvRowd69eoFT09PbReFEEIIIUqwsrLCnDlzchyGVlQtXrwY79+/x99//52v/adMmQLGGFatWqXU9vfv38egQYPw5MkTFC9ePF/PSUhhZ5D7JoQQIt+JEyfQokULlCtXDpcuXcLWrVuxbt06bRdLI2SnGr516xZMTU1Ru3ZtBAUFYe7cuRg0aBBEIhFKlCiRbRierjl27Ji2i0AIIYQQohLyZh3Oi7p166JNmzZKb9+4cWOtpZEgRCgo+EQIybdbt27B09MTSUlJqFq1KubOnVtkh21FRkbihx9+QHR0NMqXLw93d3csX74cAArcTZ8QQgghhGjO6NGjtV0EQgodGnZHCCGEEEIIIYQQQtSGEo4TQgghhBBCCCGEELWh4BMhhBBCCCGEEEIIURuNBJ8mTpwIKysriEQiPHr0KNv6bdu2QSQSwdfXl18WHR2Nzp07o3bt2rCzs8PVq1eVWkcIIYQQQgghhBBCdIdGEo737dsX06dPR+vWrbOtCw0NxebNm9GiRQup5TNnzkSLFi1w5swZ+Pv7o1evXnjz5g2KFSuW47rcFC9eHBUrVlTZuRFCCCFEGD5+/IiUlBRtF0PQqB1FCCGEFE0FbUdpJPjUtm1bucszMzMxatQorF27FlOmTJFad+DAAYSEhAAAmjZtiqpVq+LKlStwcXHJcV1uKlasiIiIiAKeESGEEEKExtzcXNtFEDxqRxFCCCFFU0HbUVrN+bRq1Sq0atUKjRs3lloeExODtLQ0mJmZ8cusrKwQFhaW4zpCCCGEEKKc4OBgtGzZEjY2NmjatCmeP3+u7SIRQgghpJDSWvDp2bNn8PHxwZw5c9T6PKtWrYK5uTn/l5iYqNbnI4QQQggRgrFjx2LMmDEICgrCjBkzMGLECG0XiRBCCCGFlEaG3clz7do1hIaGonbt2gCAqKgojBkzBpGRkfjxxx9hYGCAqKgovodTaGgoLC0tYWpqqnCdPN7e3vD29uYfU5d7QpQTHQ3s2weMHw/o62u7NIQQQlQpOjoa9+7dw7lz5wAAffr0wc8//4yQkBBYW1trvkAZqcDbvcC7Y0CJKkDw34BhOaCUJZAWD3x9AzTdAJSpC4ABjH3fUeaWMZn7uWwjd9sc9s/xmDLb+P8IpH3h7hcrC6TFAbXHc+dm5gKkfwXqTAYMSgMxd4DAv4BGy4EHU4D0BKBkFaBEZeBbFJAcBbhcVfycis5Ntry5rc+2TMFzpX4GPt0GLHoDEKHwYblvIkSskJ4XgEJbZ4X1vNLiAf+fuO9FsSqdgXozAWR+f69mZn1nsUwFtyz79uGHgfBD3HdrncncfT1D7vHHG9xzVXUH3p/i7huWA2wmAs/+l1WW4hUA63HA80XS5S5ZDfj2DtD7nms6My1rXU1P4NNNID6Qe1zKHChWBoh7AVQfCLzdl3UMkR6QFC597LJ2gGV/4OncrGXFygIOS4Eytsq/tiXNgDJ1lN9eg0SMae5byMrKCr6+vnBwcMi2rn379pg8eTJ69uwJABgxYgSsrKwwf/58+Pv7o2fPnggNDUWxYsVyXJcbc3NzylVAiBI6dAAuXQJ27QKGDNF2aQghpOCoDZDl/v37GDRoEAIDA/llzZo1w9KlS9GhQweF+6ntNXy5Gnjgnft2hBBCCFGs1iig+Wa1HLqgbQCN9HwaO3YsTp48iaioKHTq1AnGxsZ8wnBFli1bhqFDh6J27dowNDTE7t27+eBSTusIIQWXksIFngDg40ftloUQQoj2rFq1CqtWreIfqy19gWX/3INPpSyBetO/PxABIlHW/bwuA74vL8iyXI5/vW/O5wMAFVpyFwohm7jeTwaluR5R8jiulng+Bc8vVRYF5Ve4TR72S3wNBK4BGi6RWF6YFMZzEiuk51Yo34dihfDcbo+Qv7zxX1yvIJEeuO+dvN6KgOv9816eCi25XkuSTOyBL0/zfixVK1kVqDdL+e3L1lNfWQpIoz2fdIE6f/XMyACePwfs7Qv59x8p9EJDgRo1uPurVgG//KLV4hBCiEpQz6cs0dHRsLa2RmxsLAwMDMAYQ5UqVXD9+vUch93Ra0gIIaTAzjQFYu8BttOBRsu0XRqipIK2AbQ6211hs3Ah0LAhcOCAtktCSMFIhqTfvdNeOQghhKhHpUqV4OjoiN27dwMAfHx8YG5urp18T4QQQggp9Cj4pEJnz3K3d+9qtxyEFJRk8GnvXu2VgxBCiPps2rQJmzZtgo2NDZYuXYpt27Zpu0iEEEIIKaS0NtsdKTzatgUcHYE//9R2SYiqSAaf3r/nckAVL6698hBCCFG9OnXq4NatW9ouBiGEEEKKAOr5pAZFK4sWcO0asGaNtktBVEn2PZyerp1yEEIIIYQQQggRPgo+EUKykQ0+UQJ9QgghhBBCCCH5RcEnNVDXLMSEaEpmprZLQAghhBBCCCGksKDgkwqJg06bN2u3HIQUVEqKtktACCGEEEIIIaSwoOCTCsXHa7sEhKjG95m3CSGEEEIIIYSQAqPgkwqFhWm7BISohmwgtagl0SeEEEIIIYQQojoUfCIFQkGJwkk25xPVMyGEEEIIIYSQ/KLgEymQjAxtl0A9UlIAQ0NgwQJtl0Q7KPhEiO6KjATOntV2KQghhBBCCFEeBZ9IgRTW4FN4OJCWBsybp3gbxrjg1MuXmiuXpnz5Iv2Ygk+E6A47O6BzZyA6WtslIYQQQgghRDkUfCIFUliDT8qc19WrXHCqZUv1l0fTfHykH1PwiRDdERvL3X79qt1yEEIIIYQQoiwKPpECKUzBJ8kAy/v3uW+fmMjdfv6snvLoEgo+EaJ7Xr/WdgkIIYQQQghRDgWfSIGkp2u7BKrx9SugpweMGcM97tAh932KUkCmKJ0rIUJRrJi2S0AIIYQQQohyKPhElObkBKxeLb1MNjG1UF25wt1u3qz8PqGhaimKTqLgEyG6x8BA2yUghBBCCCFEORR8Ikr58gW4fRvw9lZ+n/R04No1YQzNi4rK+z5Vq6q+HLqqsAQZCSlMqOcTIYQQQggRCgo+qUlh6ykSHi79WDzT29OnivdZsQJo2xZYu1a9ZVMFf/+87yMSqb4chBCiLH19bZeAEEIIIYQQ5VDwSU1evJB+vGcPULkyEBennfIUlOSU3l+/AtOnczO9OTsr3ufWLe42P4EdTctP0nDJfFdPnwJpaaorDyGE5IZ6PhFCCCFE2ApZjw2SIwo+qYnsMK7Bg7kAztWr2ilPQX37lnV/0iSuV1NuxL2/hNBDKD891SR7gzVoAEyZorryENWYPh1o2lTbpSBEdSSHwAo95xNjgIMDsGiRtktCCCGEEELUjYJPKvLli/TjatXkbyeEQIw8SUlZ9+/fV24fIQWflO21FBQEHDrE3ZcNNp04odoy6RKhDiNdvhy4d0/bpSBEdYKCsu7rCfw/+OfPwOPHwG+/abskuu2vv/6CnZ0d7O3t0aBBA+zevZtft337dpQtWxYODg5wcHCAs0x35EWLFqFWrVqoVasWfv31V6XXEUIIIeolgAtEonIC/91Ud8i22yQvCoSQcDs3yclZ95VNPi0ednfunOrLo2pHjii3XZ063O3Xr9nXCSHIRpQXEMB9rrdsAcqV03ZpCOFIfv8KOfh08SLQsWP25XfuAPb2QKlSmi+Trqpfvz5u3LiBsmXLIjw8HI0aNYKTkxNq1aoFAHB2doavr2+2/a5evYq9e/fiyZMnMDAwQKtWrdCyZUt07do1x3WEEEIIIeog4KarbpEdZifZU+TChaz7Qg1QSA67U7YXTEwMdyuZL0rIJJOrP3umvXJog1B7PhXEDz9wQcny5YHRo7VdGsUo11jRIvTg07Zt3Gdr5kzp5YmJwOXLQIsWgJubVoqmszp27IiyZcsCACwsLGBmZoZw2VlA5Ni/fz+GDh2K0qVLo3jx4vDy8sLevXtzXUcIIYQQog4aa7pOnDgRVlZWEIlEePToEb/czc0NDRo0gIODA9q0aYOHDx/y64KDg9GyZUvY2NigadOmeP78uVLrtEG2N5Bkb6eUlKz7Qr2Ilxx2l9M5+PgAjRtL95QSujt3uFvJIJq8gJpQA4tEvsePs+7/+6/2ypGTkBDA0JAbXkikRUQI9/s2J5I/dAgx+OTlBezbl/071Ng4awKLGzc0Xy6hOH/+PD5//oymEsnsrl+/DgcHB7Rs2RIHDx7kl4eFhaF69er8YysrK4SFheW6jhBCCCFEHTTWdO3bty+uX78u1dgBgAMHDuDJkyd49OgRvL29MWLECH7d2LFjMWbMGAQFBWHGjBlKr9MG2eDTjBlZ9yUvgIR4sQBwv0qLSc7yJqtvX+DBA+DuXfWXSV0GDpR+3KIFd5vbcMPCHHwS+kW8ZM89SaGhwp2BEuB6igDAwoU5b+fjA6xbp/biaJyVFfe5k/1s7toFWFhwQyYLm9evs+7r62uvHAVFPfayODk5oUKFCnL/JHs4PX36FJ6enti/fz9Kly4NAOjWrRvCwsLw6NEjbNmyBd7e3rh9+7ZKy7dq1SqYm5vzf4mSDQJCCCGEECVpLBTStm1bmJubZ1tuYmLC34+Li4Po+xV8dHQ07t27hyFDhgAA+vTpg/DwcISEhOS4Tltq15Z+rCj5tFADFJI5jl6+zH17oQbZAGD/fvnLJQMwQgrGZGQAEyZI9+RR5LffhH1Bq4g4/5isGjWA72lTsH07cPSoxoqkEuKgS27fK337cu+BwubtW+5WtsPG6dPc7cmTmi2PJjg4ZN0X6v8TIOcfMYqaW7du4dOnT3L/LCwsAAAvXrxAt27dsHXrVrRu3Zrft0KFCij1PUGWra0t3N3dceN71zFLS0u8FX9IAISGhsLS0jLXdbK8vb0RERHB/xkZGan2BSCEEEJIkaATIYJhw4bBwsICv/32G3bt2gUACA8PR5UqVWDwfS5pkUgES0tLhIWF5bhOW5o00dpTa4S8BNuyJPMgCTn4pEhuSdfj47mLQV0bonX+PNfrxckp920XLZJ/bkIKtsnz/fqN5+PDDf8BsnKTeXoCPXtqtFgFJq4XZT9vhbXDguz7UxzYePcOmDRJetiwUKSkABIj1HmFoSctUHhyAWpCQEAA3N3d8c8//8DV1VVq3bt37/j7Hz58wMWLF9GoUSMAQL9+/bBr1y58/foVKSkp2Lp1KwZ+79qb0zpCCCGEEHXQiabrzp07ER4ejkWLFmGG5Hg1FdBUd3HZ5KmSJH+dlhxqEBqalU9I1ykTfLK3z7ov5F/k5fn2DfDwyHosLxgjvpjSteTU4qCZoqFnylizBvjwgbsv9OEyjHE9gbZty1oWGqq14hRIXoNPhfWCX/bzKH7P+/sDf/2lewFhZXh6Ao0aAbIjqK5e1U55iPZMnDgRcXFxmDFjBhwcHODg4ICzZ88CAP7++2/Ur18fDg4OcHV1xS+//IIOHToAANq3b48BAwbA3t4etra2cHV1Rbdu3XJdRwghhBCiDgbaLoCk4cOHY9y4cYiJiYGFhQUiIyORnp4OAwMDMMYQFhYGS0tLlClTRuE6Wd7e3vD29uYfyxv6pwrm5llDQGQpGq5Vo0b2ZbpKmeCTJCH/Ii/PmTPSjz990k45lBEfzwWaihcHTEyyB4sYy3twcOlS7qLX1pbLozNuHNczY+tWlRVbJdLTuQBL1arSy4cPB27e5O7Ley+rOOatMeLvjthYwM8PkOkUoXB7IWvSBKhTB/jvv6xlsr31JCd5ABRPgHDqFFChAtCsmWrLqAqHD3O3gYFZeecA6dlTxTZsAKZPB96/5xJ3C0HJkgULiBclfn5+CtctWbIES5YsUbh+7ty5mDt3bp7XEUIIIYSomlZDBF++fMH79+/5x76+vjA1NUX58uVRqVIlODo6Yvfu3QAAHx8fmJubw9raOsd12lKxonLbff6s3nKoS2EdrqMs2d4Guta7SVLZsoCZGVCuHHdRLplbpVcvLjCYn4u+mzezEjhv3Cjdc0jbPn7kzrVvX6BaNSAyUnq9ZM4neYFRye3lDXUCdHPolmTQRZlOC4Uh+HT/PrBnj/Qy2fOSDT4pymPWtSvQvLnqyqYOsoFiyeCp+Lx/+on7jlb03tVFkjPCEkIIIYSQwk9jPZ/Gjh2LkydPIioqCp06dYKxsTEuXLiAfv364du3b9DT00PFihVx4sQJPun4pk2bMGLECCxZsgRlypTBNomr3ZzWaYOpafZlz54Br15JXzx4egKdOgFVqmiubKpw6pS2S6Bdmzblbfv89C5Sl4iIrPu+vtzt/fuARM5aucqU4XpR6boPH7hgW58+WQnDIyLy9hm7di3rfqNG8oNzulKfkiTLlJqa+/bygk/+/lzA0sZGdeXSBMnzla0b2Z5Od+8Cs2dz5ynUXm5iOfVCFf+WEx4OWFoCb95wMwLqIqEP3yWEEEIIIXmjseDTJgVX73fv3lW4T506dXBLwTRVOa3ThvLlsy8T50ASX/CLvXolfWGsK4GKmBigVCluOISk/PSWKGy/aue1p9DNm0CrVuopS14wJv9iOzAwe/BJduhSfDzQowdw7Jj6yqcKb95wtz4+Wcvu3gWaNpW/vbyE6rL8/bMvu3IF6Nw57+VTh8+fud5cc+ZILxeJuJ5ufftys6LNmye9Xt65i4ecyX7OnzwB/v6bS1ZfrJjKiq4yEnmWs82cJtvz6cAB6W0/fQJWr1Zf2fIrPR0oXRqYPDmrPsT/GxITue/mhw+ztpetM/GPIOIR6DVq6G5vN10tFyGEEEIIUY9ClplHe+zsFK9bvFj6sUiUfcaiZcvUU668qFAh+6xgQPZpzJVx7lzBy6MpskO0VOHjR9UfMz8Ykx9wkJcgX16PijZtVF8mVZN3fuvXAy9fyt9emYvetm2zL9OFpOSRkdzQxxYtuCFj8obxentzAe/587OvyykovG+f9ON27YB//gFOnChIiVXr8eOs+5I9n2xtuSFn4eHcEFnZ4JOkOXOAP/+U7hGoTT//zP1PuHePC/impgJ//CF9ftHRXC6nSpWk95V97wcFyc8JRQghhBBCiLZR8ElFJGdCkyXbiyIjA/g+UQ0vp9ny1I2xrJ4D4mnnJcn2hFKG7LCXqKi8H0NT5J1zQelKzy9FQbCkJK73k6S4uOzb5ZY4Pq/DEdVBXjDpxQsuICFvW2V6PsmjaEIBTXJzA0aN4oIMikiW89AhoHfvrMeSQ51evOCGBov98IP0cb58yb6PtqSnA4MHc725xGQDTCtXcj1+2rVT7vtGclZ5dQSgc/L771nJ+v/+m7sdNUr+94ZIBPzvf9z92FjpdePHZ3/s4qLashJCCCGEEKIKFHxSkbJlld+2ZEnpISPa1qlTzsNqZIe0KEM2IFClCpCQAFy/zq3bsEHzPUkyM7meIgsWcD0kxNRx4akLF+yA/OFjABd8qltXellCQvbtchsOOm6c9nuQKDt8Z+1aLpgmWfd5sXQpN4ueNoNQksEiRcR5rwCgXz/gyJGsx+LXKjMTqF8/a2hwTnRhSPDVq9mTjMvmuPo+/wQA5SZ2uHEj637Vqpr9Ppo9Gxg5UnqZvr7iwKiinlwnTwLBwbk/X3g4DXMjhBBCCCHaRcEnLcjpIkPT0tO5Kdpz0qVL3o8r70KuWzduGNe2bdzsTDVq5C+wlV+9enG5uebNy8qJAmTvTaAKsr1IAC4ZsKZnTMvtgvP9e2DNGu79KG86emWCpOfPA8OGcbnMtHGBq+xzTpzI3S5fnv/niowEduzI//551acPF6hVFWNj7nbdOtUdUxPkfV9++KDa56hRQ7XHk+fUKS7oJ4++vvyeT7NmcUEmRR48yPk5Dxzgvu/WreNexzNn8jfbJSGEEEIIIQVBwSct0NPTneCTvKFJkq5f5xIP55Vkgl+xq1e5W8lcPLK//quTosTZ6s7PJA6OVKvGJRPWpNwCM9WqccmNDx2SH3xauTL35/D0BHbtAqyts4YHAdywLk0E2/L6WUpMLNjzvXpVsP3z4vBhLlCrKtbW3O2kSfLXL1nCBRMliURcPcoblqkp8t7Hqg4+aULXrtznQh59ffk9JiMich5GmFvPNPGPC8eOcd/LXbpwE0uMG6dcmQkhhBBCCFEFCj5pwfXrWXk+tC0kJOf16kg4vW1b1v2dO1V//LwKCFDPcffs4S729fS42bW04f595bbbuBEoV67gzycOPoWHcz08NDE7XF57W0kOS8sPTSV0VlfesJyCNr/+Cri6Si8TibhhxSYm6imPMuQFGCWH2amKSKQ4Ub26RUXlrydobsEnyc+HZMJ2beRr05WJGAghhBBCiOZR8EkLJkwAnj7NeZuDB4F69eTPQCZ02gjEyM7kJRYSws2Mpg6DB2f1kslpenR1atRIue1cXOT3gsvvLIzi4XrXruVv/7zI6+tZ0KCOJgJqgPqCXFOn5m17kUizw2MBrjeeSJT1/SevjsuXV89z792rnuPK61koGegKDc1frrgRI3JeL37tRCLt5qLLyNDM0EZCCCGEEKKbKPiko/r353rk3Lyp7ZKo3/bt6g/IyMvBBAB37qj3ecUkz0+TQy5zm61O7Ndf5S+XnF1MVxX0vVO8eN6219QFtGSSafHMc6qQ1x5D2kg4vmYNd7tiBXd7/Hj2bRo2VM9zi8/XxwdYvVp1x718Ofsy2YBvfoJDuQ1tffSIu42PV24Yrao8fMj1hBR/PmfMKJw/phBCCCGEEOVQ8EmFVHGh/uUL8MsvWY+1NUMRYzn3dlDFEC0xT09g0SLVHS8vlJkpStXEPRCio9X/XKdP539fOzvVlUOdTp0q2P6Ghnnb/vPngr2uypKcza1cOWDVKvU/pzzqGv6nDHEATl7vxLlz1fvcffsC3t6qO54y3+Xq6GEmTkiuqUC7mKMjMH9+Vu8uTQa+CCGEECIUNB1vUULBJxW6fz/vF7KyypUD/vxTJcUpkMaNgWLFFK/PaV1+yEtQrgnyhsKoG2NcLq3KldX//P/8k/99J09WTRkUTROfVxkZ3GdM3HNM/NoVJIeTnh6QkJC3fVauBNzd5fdkUaW+faUfz5ql3ueT5O+fdV8yaDJqFODrq7lyfPggnadIU2JiVH9MbQWfcvL+vfqfQ9PnRAghhBAB0EbXeqJ1FHxSIT09oGlT1R5THT2fzp3jPu85DeWRzFEkj4GBSouEzEzg1q2C97KIj+fyOyn7uuU3p1FeyU6VLu6FUNCZ12Tt2aO6Y9nZqeb/gqoCi2vWAE2aABs2AP/9B5QsyZUvNjb/xyzIEMjw8Pzvmx+SPaHUTTLgI9mzbMsWoFcvzZVj61bND/383/+AChVUf1xl3muSQT9NqFNHs8+nLMnev4QQQgghpHCg4JOKFSRY9O2b4uMdOgT89lv+jy2pUyfuVtHQOWXyyxQrpnw+IWW8eAG0bMkFFgrCwoLL7zRwYNYyea+rpp04kXVfnUMpBw9W3bGaNFHNcVQVNLl4kbudNAkYMiRreX6DT4oSVuvr5+04O3dyecsKE8lhsIXt3LRFmcD6+PHqL4ckVQe/5Tl3Lu+5nrQ1xJQQQgghhKgPBZ90iLxks5GR3G2/fprLi6RMPqe3b4FKlVT/3LJ5SRjL27Ct+Hju9sCBrES82sxZI/b6ddZ9yVnMVNGzyM+PqwtFM/rlV16DMJIkA2yqClKKe4+pqj5LlZK/fMaMvB1n+HAub1lhoulZ0bSV204ZIhEQFVXw42gi0KMpmZnA8+fK1dvUqYCRkfrLRAghhBBCdBsFn1SsbNn87ysvEOHllf/jqZuiGdIKIiRE+vHw4UCJEvm7cCtdGvjjD927sJXs3VXQsgUHA25uwMePimf0KwhVBMdEIu48Hz1SHDgKDATu3ZO/7vlzoGfPgpdDlrxZ7oyMgEaNlNt/2DDNJB7XhtxyAcXFccFAVXy2vL25AKV4qJ+ufV4BYOLE/O8rDlwtX66asqhafoaeLl/ODcuVN3Pi+/dARETBy0UIIYQQQgoXCj6pWEEu1pUZmnD7NjBmDPDpk/LHbdoUcHbOf7kU+fln1eehuX1b+nXYtYu7/fAhf8ebMUPxxey2bdKP7e3z9xx5VZAE2bIkhxfqKpEI2L+fC+osWCB/m7p1FedLGzhQta+ZmLz3RUIC0KeP8sdwd1ddeYRkwACgW7esoZAFsXo1d+vgADx5wg1j1DXx8VyPxdGj8xYc27ULqFIF2LEjqxerrtHX5z6feXHuHHd77Vr2ddWqccOfCSGEEEIIkUTBJxXr3j3/+1apIn+5ZPLfnj2BzZuBihWVP+69e9zMXGPHFizBsjyqnvUO4C7UZC/wCtIbQnbWMDHZXmUtW+Z+rJIl818OeaKj87ff2bNcb6G8ztSmKZL1JRJlJVIWX7QqKy0NePZMdeWSJDkUUlJ+A8iZmcDx49z+9+9nLVu2DAgNlb/P8+fyZ3MbOzZ/ZdCUs2e52/XrVXvc8eOBESNUe0xVEIkAFxfg33+BV6+U308cND15UjeG/yqiKIj9+TMXpJctu/jzLf6s6GJvtcJk/vz5qFixIhwcHODg4IDBEsn9MjMzMWHCBNSqVQvW1tZYt25dgdcRQgghhKgDBZ9UTB0XjZKzPeW1B5Bke/Kff4C5c1VSJLUaPz7r4lasIPmM/PyU2052uJW8WbbyGyxSpH79/E0l37kz11tI3Rd9+QnEvH4tXa6oqKzj5DX4qcrZ+2QpE2zMC319oEcP7r44WbufHzBzJhe4kMfOTv777J9/VFs2dTl8OO/7hIcrft9ev573402alPd98krycxAYqPz7WHyejAExMaovl7oNH84F6RV9/4pE3DA7PT1g7VrNlq2oGTx4MB49eoRHjx7hv//+45fv3r0bL168QFBQEO7evYvly5fj+fPnBVpHCCGEEKIOFHxSsZwu1hs31lw5xCZMkH68eLFmnz+/OXHWrwfS07MeqzroI4+XF5eoXGzTpuzbGBio/nnFw44A4MyZnHuTBAcDN25kPZbNkaVqeenlITZ2rHQPwBkzsveQ6NVL8eyNGRlZ9f35c96fX1kikfqHB8XFcbe5vY5C7jnSsCEwahSX50dPDzh4UP520dHca25pCSxZorrn10Qya8nv9W7dgDVrlNtPPCz50CHVl0kTxIHxOXO410BeAO3qVe524kQur1t+tWqV/32Lsv3792P06NHQ19dH+fLlMWDAAOzdu7dA6wghhBBC1IGCTxqk6oSzEj9+6ixr6/ztd/y49MWISAT88ov8XkyZmdwF6OTJ+XsusWLFuFkFxeQFBAoyA5wiO3Zw5/DhA9ClS87TrdvYAK1bq74MioSF5X2f8+ezB41WrOBu/f25i1VfX8WzN/bqBVSuzOU1U/UwUUlDh3K9cJTx77/5e47p05Xbrl27/B1fFzx5AmzZwuUNYgwYN07+dmZmWfdVGYxRNHxSlWTz8Z0/z53n/Pk57yf0Ge7E34HiYaOys5EC0p9RZZP1yyMZVCfZHTx4EA0bNkSHDh1w6dIlfnlYWBiqV6/OP7ayskLY9y/u/K4jhBBCCFEHCj5pUIMGqj3ekCHZl8XGcklu377lEuRqkkQ7lidvRjFl3b2bdf/TJ+DPP7mZ3UqVAjZuzFqXmspdHCrbG0FZmgo+AVySa8mLc12hitnuZOUWaDl+nLt9/159PYJGjwZGjuQCUMoYOTLvz3H6NPc5VMa1a8CXL3l/Dl0ydSp3Gxsrf71kXeqp8D+PJno+Xbki/Vgk4npG/u9/3OOMDG7GSbHNm7lcZYpeC10kL3+c7OdP/H0gjn2cPQskJam3XEWBk5MTKlSoIPcvPDwc48aNQ2hoKB4/foyFCxdiwIABeKvsl4sKrFq1Cubm5vxfotCjqoQQQgjRCgo+aZCqk1XLYgwwNeWmgLeyUpxnRtXEQ9HkDekrU0Y1zyHZ8+DbN+DHH7kZqFRFXt3IC3zIXjSXLg28eVPw5/f1lb+cMa5nwb173HOpm2wATNUB07zQ01Nfz6d//uHet+pImC8mOxNe69bSicclh5UCQLlyXE+svA6ltLTkes95euarmFolTsyeFx07Sj/WhSGL/fsDlSpxvRdjYrgZSe3tuV5hQiEO+kqKiMi+TPIzGRrKzXpKCubWrVv49OmT3D8LCwuYmZmh2Pcvq1atWqFRo0a4d+8eAMDS0lIqEBUaGgpLS8sCrZPl7e2NiIgI/s9IExFfQgghhBQ6FHzSIHUHn379Vb3HVySnGY9U1cNBPGuUpLJluZ4HBb34tLFR7lf/WrWyb1OyJBfoU5fOnbmg07Jl6uthsGFD1n3ZC9C+fbmcPpoieWH7+HHeZ8fLK2V6dkmMcCmQGzeAGjWyZg6TfN3FLC2B2rWVP2bTpsDt21zAefhw1ZRTEx484Hos5jX309SpQIkS0stMTFRWLKXJvm/EidfDwoQ71G7wYK637MePwN69XIBflkiUPSCckqKZ8hVlERJRwODgYDx69Aj29vYAgH79+mHz5s3IyMhAbGws9u/fjwEDBhRoHSGEEEKIOqghfTL54Qeu8S5LHUOYJP3+u3qPnxtNDlMTmz9f+bw6inToIL+csueTn+Tb+XX9OtdTRhx8UWfvDsn3pWyAVCTikgir873r45N1v1OnrPvyhpWqmjLB0fbtVfucUVFAtWoFS84sJjk0tX79gh9Pk37/Pe8B1RIlsn8Wxo/PyikmqXTp7LmaVOXaNcXrVq5Uz3NqQm69ZUUi3ehpVtT8+uuvuH//PgwMDKCvr4+///4bNjY2AIChQ4fC398ftWvXhkgkgre3Nx+Yyu86QgghhBB10EjwaeLEiTh27Bjevn2Lhw8fwsHBAcnJyRg4cCBevHiBkiVLolKlStiwYQOsv2eojo6OxrBhw/Dq1SsUL14c69evR9u2bXNdpwvUHWSS1KYNsHCh5qfxFk8lD3A5mOLi5F/IqzK3iyIvXqjnuLJll5f3R111/fIlUKVK1uMzZ9TzPID0OVhYcL3M6tVT3/NJ2rKFmylN7Px5zTyvmLl51v06dXLe9qefcp6JUFni4Xayw+4KqkIFLiG/q6tqj1tQqanyz/WPP1TTa9DUVP5ydQWegKxZDOVR1VBjXSQSkViE1wAA4X5JREFUccOe1WH+fK5X4PeYCpGwY8cOhevEwShVriOEEEIIUQeNDLvr27cvrl+/LjWzCgCMGTMGgYGBePz4MTw8PDBK4ip05syZaNGiBYKDg7Ft2zYMGjQIaWlpua4TElXMWnb9OuDszA2PUic7O+nHFSpk3b9wARgwgEua3aeP9Hbq7vkEFPxiSPaX/Nu3uZmsmjeXXi4OVHTrlrVMXcGn0aOlZwpUxYW0ouTvkudgYAD06JF9lkJlZ4XLK8nAkzo0a5Y9OCmZ10oy51OlSjkfy9ZWNWUSB1wePFDN8STJ5kPSBVWrys9XlpSU98CxSJT9M2dsnP+yqZqPT9awysLqxAnVHk88u2ePHsCCBZrp8UgIIYQQQjRPI8Gntm3bwlyyiwGAEiVKwN3dHaLvVxItWrRAqEQ23gMHDmDc9zm7mzZtiqpVq+LK9ymHclqnC5Tt7SPzkui069elH0sOc2ncGNi3jxsSI5syQhM9n/r1U+3xmjfn8vHIll0cO92/X7XPpynx8cDVq9mXywaf5BHSe1VShw5c0MjZOWuZZEJvyTrevj3nY6n6vfzsmWqPB2i212VOJHs6qbpXpuQ5duigeDtDQy4XliYtW6baJPl//aW6Y6lCRgaXG0qV/vqLC243aqTa4xJCCCGEEN2iMwnH16xZAw8PDwBATEwM0tLSYCbRRcHKygphYWE5rtMVyl4ACml2qrJlpR8ryi8j27tGE8GnqKiC7a9sDhPxuUnWb4sWBXtuTTI0BCpXzr5c8nxy6qm2dCnXs6ZGDdWXTV2+f6VI9VqSzGslmXepZs2cj6XKwM7q1ao7ljIePJCf4FxdihXjhoqqOsBWrZr0d0pkpPR6ydkZBw6UPwOnqi1bJv34jz+U20+Z2St/+inr/pYtypcJUH1QHgBU/RuPsTFXn0INbhNCCCGEEOXpRPBpyZIlCAkJwe9qyJi9atUqmJub83+JGpiKSNmGtJubesuhKvJmeVNEdnp5XemJIXb7dvZlOcUtDQ2z7n/+nH39rl0FL5MmyeuVIVlHOQULZ8zgcjLpesJhydnCxXmcJINqkufYrBl3q8zQLVUOIfX2Vt2xlNGoETeUVJO6dAFUmb+4Y0fAy0v6/Sqbm0zyvdmrF5c3zcEBUGdqm5kz87dfbkNpjYyk33NeXlx+PYALcH34kPP++/cDy5fnr2yKyAbaCmrBAtUejxBCCCGE6C6tB59WrFiBw4cP4/Tp0yj1vWVtamoKAwMDREl0aQkNDYWlpWWO6+Tx9vZGREQE/2dkZKTeEwLw669qfwqVa9VK8bqKFZU/jqJhW7pCNo8TkHMy7+fPs3L0jB7N3YrzBDVpIrzkwvLy0UhesCsTLNT14FNQUNb9cuVy3lZ8cS87y5/YjRtZ98UX/kQ7ZszgPnsTJ2Ytk603yfdmixZc/T58yPUgEufFK1FC/WUtqC1bgKdPufthYcDbt9z9du2428aNc89RJhLp5rlKztAomTuQEEIIIYQUbloNPq1atQp79+6Fn58fTExMpNb169cPGzduBAD4+/vj3bt3aPe95Z3TOl2gzHAKsYcP1VcOZbVvnz2nk6S85jCZMKFAxdEp1tbAmzfcRa24F5SBAZfH5tYt7ZYtP+TVZV6nu9e13myy5CVW79pV/rbic1EUUJOcI0E2mT7RLHEPzA4dgLlzufvinmtiLi5c4KZDh+xB8wMHuJn31DVbW17l9D3p5ZUV9LawyOrNt28fcPJkVg6z3ALBOjQJLK9ataz7ulg+QgghhGiQrv+qTVRKI8GnsWPHwtzcHBEREejUqROsra0RERGBKVOm4MuXL3B2doaDgwOaS3RLWbZsGW7evInatWtjxIgR2L17N4p973KS0zpdI3vR6+LC3YrzcTg4aLQ4csnLiyL5PTB/ft6ON2hQgYojCOXL634vL0knT3K34nxNs2ZlrfvpJ2DyZODlS40XS2Nkh2eJ5RZ8kgy0KeodpavEPTAbNpS/3stLc2VRBcmcXHPncj0Wf/5Zeptly7jzunAh+zBJkUh6dkNt8/ICvnwBfvxR+X3KlOGGNucUAJ48Oeu1qlu3ICVUD8mJaatW1V45CCGEEKJNOv5rNlELjVw+b9q0Se5ylkOks3Llyjh37lye1+maQ4eASZOyfqkW98rIy1A2dZPMayQpNJTrxSUeGrF5Mzf0LLd8NUUxeezYsYCCt7lOENexkRHX+0kkAsQp1vT185YAWwg/ULx/D0imdytfXv52uQWfhGzGDK6HnrycRJ8+AcnJwNat3OMzZ4DOnTVbvoLQ1wc6dcq+XNF3mS6qWZMLJv31l+qSwUdFcZMKiD/PuvS+Dgzk6s3UNGuZJiakIIQQQgghuoGafmpWogQXlBg4kHu8bh3X60k8bEQXiHsDiHtKiC/Uq1eXzskxahQ3ZGXlypyPJ5vHQxMzTilDnTPTiWf/yy0PiyZJzvAmeZFX0GFzujzs7uJF7rZKFaB27azliobChoZytzExai1WgYjz/eSVsTEX1JAcOihWtqz08CfqgaJ5qkxgD3DD+GRnszQ05ALOusDGhhs6qewEB4QQQgghpHChpp+GWVlxuUfkTXmvLeLeWOKLoZzKpkwCW9ltZs+Wfvzff8qXTZXESdXVkTha3MNAJOJm5dIFkhd5qsytItmbQjLApQvEeXKUNX06d7ttm/z1uhBoUzCXgkILFwJLluS8jex55TWvGyk48fetqoJQ8oL8IhEQEKCa46uKLnymCCGEEEKI5lHwSU1OnQLWrtV2KZQj7vkkvpXJ/a5y2soJJb7oUcfwosaNuduBA7ngoi6QDCioMj9VXmfH05StW7NyWimrYkXufEaMUEuRVGbkyOzLxo2Tv+2cOdI5veQR19uzZ8CTJ7o1PEtWkybaLoF6iINOIhFw7hwXNMwP8Xte0ZBD2bpduRLYvTt/z5UflSpJf//oUt4tQgghhBCiORR8UpMuXbInw9VV4ouBCRMAT0/NXpiIaWIa+yFDuNvt24Fjx1R77FatgFevgFWrNHMuynj5Eti1S3pqelWQDDjpUvDJ0zPn9YaGWcNfc7NyJTdESNu52cSfzUWLsq/LrXeTPOLk4+J6q18fsLfX7Z5Phw4BGRnaLoXqSQ45c3XNGvYsO4Nfbh4/BoKC5M/yKI+NDTB4cN6eoyA+fJBOMl6sGJcY/soVzZWBEEIIIYRon4Dm6yLqIv5VumzZrATE6vb5M1CuXNbjr1+52cSSk9X3nOLnMzYGundX/fElZ+PSBb//zgXcxEG3oi45Wflgmbd37on11a1cOeDmTe6+mZn89Xnl7w/Ex2d/HXQpiChPbrmBjh4FIiM1UxZVkT0nkSh/PdCMjbk/RSTrdvfu7DOwaoN4uCshhBBCCCk6qOcTUemQLGWZmAArVkgvU/cFsDZ6sWgrt1dcnPxZzlTBw0M9x1U3XQ+wSJoxA4iNBerWlb++TJn8HbdYMenZxsQaNMjf8XRFjx7cjJN5tWeP6suSk169su5r4/04eLCwPgeEEEIIIaTwoOBTESU5REkbwScAMDdXz3FHj86+7M4drmeVpPHjuVtFM6Hll2QC4RMnVHtsZeU3OKGMBQu42y1bsmZG1DZ5w9LUYflyzTzP0qU5r4+NVe3zKUp6feSIap8nL9q04W7z08MrNyVKAO3aAT/8oPpj50TezIPqpu4cfjn53/+099yEEEIIIUS3UPBJBygaMqHqXD2KqHrKb2W9fCn92NVVNceVzblkZiY/j4o48bhkbwRVkEyoK5ksuXZt1T6PIvPmqff4Zctyw4O8vLicUrqgShXNPI+u9BrRxGfWyUn1xzQyUn7bCxeA9+/VE0j9+hW4dEn1x81No0bcrSaHvuXlNVc1df3AQAghhBBChIeCTzrg8WP5yydNUt9zSl5Eq+NC9vhxYPXqnLext5d+rGwy6Ny4uUk/VhQw6NqVu8DdtEk1z5sb2WCbulhZKbfd7NkFH5pXvTowZkzBjpFfmzdn3deVoJCQeXpKD107cUJ6OJ4qgsNnzyq33a1bXBBXXUFFPT3l3jPOzqp93iFDgBs3tNujTJN0eRZFQgghhBCiWRR80gF5nR4e4GbiKgjJJNTqGHbXrRsweXLO26ir94a7OxAdnft2IhHQoYPmZqcTibKGEqma5Pshp+TDkhYv5pKSq0qHDqo7ljJGjcq6r45eOvLIS/xdWGzdCmzcmPXY0JBLon/kCHD3LnDunOLP7LVryj1HxYrA8+fZl0t+VwQFAS1aKF1slbl6Vf3PoacHtGwp3TuyMNKVGT8JIYQQQojuoOCTDpP3q/GFC0BYGPDiRd6P5+rKTVn+7p30L/rauhBSdmrw/JBMLt6+vfqeRxmZmdzrLhKpb3rxkBDg2TMuj1WPHup5DkVmzOB6sa1apdnnlaRsb6+Cku2dN26c9OOdO4GAAM2URd3E3ws9ewJNm+a8rbJDSg0MgHr1si+X7CWpzu8FeV6/BlauVF9gWBd8+sTNcijp5En1PV/z5txtYQ7WatL48ePh4ODA/5UoUQJ//fUXAGD79u0oW7Ysv85ZprveokWLUKtWLdSqVQu//vqr0usIIYQQQlSNgk86Ql6779277Ms6dAAsLLheCXnl5sb98l61Kvc4Lg4IDNRezqcKFbhba2vutl071R5fHHQqW1a1x80rkShrWnWRiAseqkP9+sC6dZoPJtasCTx5AjRsqNnnlaSpYXeyn5VWraQfDx2qeIY6ValZU73HF5P3PlI0DE7ZWR2VCRJmZip3LFWpUQPw9ubui3MyiS1bptmyqIupafYekRYW6nu+gwe5fHDu7up7jqLk77//xqNHj/Do0SOcOXMGIpEI/fv359c7Ozvz6y9JJDO7evUq9u7diydPnuDFixc4e/YsTn6POua0jhBCCCFEHSj4pCMWLgTu35fuAVCtWs77yJvVLSeyiXvLlAFsbPJ2jPwSz4p2717WsiZNgO3bgcuXucdVq3IXnjdvaqZM6rR3L+DrK3+dhUXuPUkKm27duACVqmgrYCorL4HN9+8L9lwzZgBLlqg/d5g4kKQn57/DnDmK94uMzP3YskHC0aOznu/QIcDDA7C0VK6c6iBZvsaNC/fnVDbnniqZmnJDuykXm+rt2LEDnTp1gpkS3cr279+PoUOHonTp0ihevDi8vLywd+/eXNcRQgghhKgDBZ90hEgEODpyuU/++YdL9GtpmXPCXVtbjRWvwB4+BPbt4y7oJA0fLh1kE4nyPruVop4S4qEf6rzIUmTgQO5CWpGiloi3WTOuHmSTwedX9+7c7c2bXMBWk0O1PnzgZkpbtky5WctCQoAHD3LukTZ4cO7HWboUmDVL/T3bIiOBtDT568S9FIHsgTdlez9J+ucfICqKu9+nDxewlRf00gZF3yv9+uXtOOJgWkGT+2vK2rXA8uXaLgVRZOvWrRg5cqTUsuvXr8PBwQEtW7bEwYMH+eVhYWGoXr06/9jKygph37ve5rSOEEIIIUQddKSZTySNHs3NgFesGHdx3bOn/O0ULddFlpbAgAHqObbkr+uLF2fd/9//gDNnpGfw0lVTpshfXliuBX74gbuVlxtIcta63Fy/zt1Om8bdOjnlnthe1SpV4oZ0Tp+uXKCkVi1uOJd4mKk8JiaqKl3BiUSKJyGQHBor20MpL71clizRfL0pQ/IcFAWIf/opb8esUYM7liqT+6vKli1ZvV8tLbly/vxzVuBeETs79Q8vLUqcnJxQoUIFuX/h4eH8dteuXUNCQgLcJcYzduvWDWFhYXj06BG2bNkCb29v3L59W6XlW7VqFczNzfm/xMRElR6fEEIIIUUDBZ90nJWV4oud0qXzdiyhDIGQLOewYXnbV/IH4eLFgU6ddGeIliRzc+nHv/0G/PJL9u0sLIB58zRTJnXK6b0n8yN+NpLDS1u14i6QW7ZUTbl0Rffumk8Unx+q+izNmiU9xFhXSCZDl/2M5pcu93L08sr6fEmWM6fPq5MT8PQpl1i/Y0f1lq+ouHXrFj59+iT3z0IiOdeWLVswfPhw6Et8ECtUqIBS36cXtLW1hbu7O27cuAEAsLS0xNu3b/ltQ0NDYfk9apzTOlne3t6IiIjg/4yMjFR38oQQQggpMij4JADiYWOyPQUkk45PmiR/HyGSvPAxNVUcfJk+Xfkp3nXNP/9IPxaJFM8WJ9Tgk6tr1n3xha3sRa2FRe5B0fXrVVsudZGcXv7sWeX3e/KEG444frzqy6RqQglg59e6dcDffwPz53O9guT59i1vx9Tl4JMiOdXz8OFZ97dvV3tRyHfx8fE4dOgQvLy8pJa/k5iZ5MOHD7h48SIafc+c369fP+zatQtfv35FSkoKtm7dioHfp+zMaR0hhBBCiDpQ8EkAzMy4Cx7ZngImJsDWrcCzZ8Cff0rnSurdW5MlVK2SJbPui0TchaA8Xl5A69YaKZLKVawo/Vh8sbduXdYycQBDqBf8585l3VeUmFuZC3PxELC89vTTFPGQyTNnspaJZ1pUhr09V8eursDcucDduyotntp8/qztEqhemTJcT9N587jhlUD23l5CyrWXXzl950ikCRLsd5MQ7du3D40bN0ZtmbHLf//9N+rXrw8HBwe4urril19+QYcOHQAA7du3x4ABA2Bvbw9bW1u4urqiW7duua4jhBBCCFEHEWNC/F02/8zNzREREaHtYqhVWBiX/LdECenlmzYBY8Zop0x5Jb6omTqVS34r7yLn5UugTh3ufu3aXGLnhARAKCMCJM8pPj5rKnTxcmWHwQwZwk1rrgvE5WzRArh1K/u5TJggHWCrVg2IiJA+P39/6VnGGAMSE7kglOx7WhdkZnKfOSurrGXp6VmJwXOqxwoVgI8f1V5ElapfnzunypWzZqpU1LNNlhD/27RrB1y9mvWYsbwFXVq1yspVpotWruS+Z83NAXF6oZs3uXLLk5mZdf7v32dNGDF8OLBjB3dfl+u5KLQB1I1eQ0IIIQV2tgUQcweo6w04rtR2aYiSCtoGoJ5PhZClpfzZv3S150hOxAmd5c0wJXmxf/8+8Py5cAJPABATk3Vf8mI2ORlITZXe9uZNLs9KcnLWsmPHuHPetk295cyLWbO427lz5a+XTawtzhlTs2bWsiZNsu9nZKSbgSeAe49KvhcBxQm7ZSmaUU2XPXvGve8U9UhUJDBQLcVRu//+y5qls2HDvO8/bpxqy6NNe/ZIf1dJznAozlknL3cdIYQQQgghSl4iFR2ZmZkoLJ3B5swBVqzgftU2MAD69gUyMlT/PCKRCHpqmh9dnHB8/35AYgZpANIBtjJlpJMFC0H58vKXywscOjllX9a9u2rLowqLFgGenoC1Nfc4KSmrBxDAzVL37RvX2wLIyk2mprePzomNla53eUFVXScOPuSlzkaMyJpVTWjMzbneeFu3AhKTjOVIJMrq/VO1qvrKpgri3IGSP05IBpgcHIBHj7j6E89aKSY5JNHQULd7PBHNKUztqMJCne00QgjJHxq7XxRR8Om71NRUhIWFIS0tTdtFUZkffuByPxUvzl1MvH6tvucqVqwYLC0tYSiZBb0AIiK4Hhb163OPC3tukcJyfnp63BBIMcn8XQAXJFyxIiv4JO5JooszEqpDuXLSjyWHIAqNeDa4tm2zlv3wA9cb5s8/uccuLlwydaH3/hGJcp+VUVKjRsCDB+orjyp5eXHBNXGvRUC6J+L9+1zwP7c8goXlO4zkX2FsRxUmqm6nEUIIIXlFwafvwsLCYGxsDFNTU4ioFZ0njDHExMQgLCwM1uIuLwVUrVpWLhFS+Li6An5+3BBR8WOhDssqCGWH5+miGjW4HjGSH/k9e7hbcfCpTRuut1tRpusdQEqXBnbulF4mOZxOTy97jyd5ikoAmShG7SjdpY52GiGEEJJXGuuDO3HiRFhZWUEkEuHRo0e5LgeA4OBgtGzZEjY2NmjatCmeP3+u1Lq8yszMRFpaGkxNTWFgYAB9fX36y8OfgYEBTE1NkZaWhkw1JrEpzD3Gi1o7/ehRLnAhThj/++/cbZs2WisSyYeGDeXnkhP3fisqAYk//si+TDzDY2EPolepwt3K5nMjRQu1o3T7T1PtNEIIISQnGruc79u3L65fv47qkvM057AcAMaOHYsxY8YgKCgIM2bMwIgRI5Ral1fi3AT0S13+iV87deZ52L5dbYcmGlaypHTyZiMjbta3ixe5x126aKdcmrRkibZLoD5eXtxtu3baLYemyPbuEom4ocN37gB162qnTAW1ahVw6lTu2z1/Dty9C1SsqP4yEd1F7Sjdp4l2GiGEEJITjQWf2rZtC3NxkhAllkdHR+PevXsYMmQIAKBPnz4IDw9HSEhIjutI4TV0aNZ98XAtUnhUqJA1DE08Y9bYsdorT0ENHpyVMF8eyRw7hc3Mmdxsjq1ba7sk6tWqFfD1K3d/4cKs5Tt3cgHVZs20Uy5V+OUX5YLA5coBTZuqvzyEEEIIIUTYdHYgU3h4OKpUqQKD71ejIpEIlpaWCAsLy3FdYZKQkAAjIyOMlMh0e+zYMfySw1zWvr6+uH37Nv/43r17GDBggFLPJxKJ8OXLF7nr/vzzT0RFRSlXcDWKjQU+fwbevtV2SVQrLz8WBwVl9RAqrFxduVw5GzdquyT5t3s3sGOHtkuhPYpmcyxMZs8GSpXKuh8UBGRmCm/mTUIKm//9738YNWoU//j69esQiUS4fPkyv2zcuHH47bff8tROklWhQgWEhoYWsLSq1aRJE6nzJIQQQnSFzgafVGXVqlUwNzfn/xITE7VdJKXt378fjRs3xuHDh/ly9+jRA6tXr5a7fXp6erbgU5MmTbB///4Cl0VXgk/lylFukdq1AWdnbZeC5FfbtoCFhbZLQQri9GlgyhTA3T1rmXimRxp1RIj2OTs7SwVgLl26hObNm2db1qFDB5W1kwghhBCSM50NPllYWCAyMhLp6ekAuDHqYWFhsLS0zHGdLG9vb0RERPB/RkZGGj2PgtiyZQtmzJiBtm3b8g2j7du3o2fPngCAy5cvo379+hg5ciQcHBzw33//4dixY1i+fDkcHBzw77//4vLly3BwcOCPuWnTJtjY2MDR0RELFy7Mlp9h/fr1aNasGWrUqIFt27YBABYsWID3799jwIABcHBwyJYYnhQcXbAWHZcvF76ee0VN587AihXaLgUhRJEWLVrg/fv3iIiIAMC1l+bOncsHnyIjIxEWFgYnJyepdlJoaChMTEwwb948NG7cGNbW1jglkfzs2LFjsLW1RYMGDTB9+nSFz3/79m00btwYDg4OsLOzw4YNGwAAI0aMgJeXFz9hzvDhw/Ht2zcAXG/30aNHo1mzZmjQoAHGjBmD1NRUAEBUVBT69++PZs2awd7eHnPmzOGf6+bNm/zzeHp68m1jQgghRNfo7ETflSpVgqOjI3bv3o0RI0bAx8cH5ubm/BSxOa0rqB49gFevVHKobGrVAo4dy327Fy9eIDw8HJ06dUJ6ejqWLl0qNfxOLCAgAOvXr8eWLVsAcL/kOTg4YPLkyQAg9Svfs2fPMH/+fDx8+BBmZmaYN29etuMVL14cd+/excuXL9G0aVMMHToUc+fOxdatW7F//36pQBYhJO8o0EgIKfSu9AAS1dSQMqoFtMu5IWVoaIiWLVvi0qVL6N+/P968eQN3d3dMnDgRycnJuHTpEpycnFCiRIls+8bFxaFBgwb43//+hzNnzmDSpElwd3dHdHQ0PD09ce3aNdSrVw///PMPYmJi5D7/77//jqlTp+KHH34AAHz+/Jlfd+fOHdy+fRulSpVCz549sXr1asyePRtTpkxBmzZtsHnzZjDGMHr0aKxZswbTpk3D8OHDMXv2bLRr1w7p6eno1q0bDh48CA8PDwwYMADbtm2Di4sLzp07h+00OwshhBAdpbGeT2PHjoW5uTkiIiLQqVMnPlCkaDnA9dIR99RZunQp3xMnt3WFwZYtWzBs2DDo6+vD3d0db968QUBAQLbtatasiXZKTil18eJFdO7cGWZmZgCA0aNHZ9tm8ODBAIC6devCwMBAJ4baFQUUkCCEEEJURzz07s6dO2j2Pft/ixYtcOvWLVy+fBnOCsavlyhRAr179wYAODk54dX3XyNv376NBg0aoN73pG4jR46EoaGhwudeuHAhFixYgOvXr6NcuXL8uv79+8PY2Bj6+voYOXIkzp8/D4DL2Snuud6oUSNcu3YNISEh+Pr1Ky5cuIBJkybBwcEBTZo0QUhICAIDA/Hy5UsYGBjAxcUFAODm5oaaNWuq4NUjhBBCVE9jPZ82bdqUp+UAUKdOHdy6dSvP6wpKmZ5J6pSWloZdu3ahWLFi2LNnDwAgKSkJW7ZsgZ2dndS2BRlGKG9KZMlfAfX19an7NiGEEELyJpeeSZrg7OyMLVu2wNLSEu3btwcAtGvXDpcuXcKlS5cU9hAqXrw43z7S19dHRkaG3O3ktaHEJk+eDA8PD5w/fx6zZ8+GnZ0d1q9fn+NxGGPw8fGBjY2N1Hpxzs/bt29n66n15MmTPJWLEEII0SadzflUlB07dgw1a9bEu3fvEBoaitDQUNy+fRu7du1CWlpajvuWKVMGcXFxctc5Ozvj7NmziI6OBgB+qJ4ycjouKThqKxJCCCGq07RpU0RHR+O///6TCj7t27cPkZGRfG8oZTk5OeHJkyd4+fIlAGDr1q18TiZZgYGBqFGjBkaPHo3Zs2dLTQRz6NAhJCYmIiMjgx8uBwA9e/bEsmXL+B/9Pn/+jJCQEBgZGcHZ2RlLly7ljyHOZ1W3bl2kp6fj0qVLAIDz58/zPbUIIYQQXUPBJx20ZcsWfvibmK2tLapVq4aEhIQc9x06dCgOHDiARo0a4d9//5VaJ05S2apVKzg6OiI5ORlly5ZVqkwTJ07E6NGjKeE4IYQQQnResWLF0Lp1ayQkJKBu3boAABsbGyQkJKB169YoVqxYno5XsWJFbN26Fb169ULDhg0RHBwMU1NTuduuW7cO9evXR6NGjTBnzhysXLmSX9e0aVN06tQJtra2MDEx4XN0rl69GiVLloSDgwMaNGiAjh07IjQ0FADw33//ISQkBHZ2drC3t0fv3r0RExMDQ0ND7N+/H7/88gvs7e2xZ88eNGzYMO8vFiGEEKIBIsYY03YhNEmcX0pSRkYGgoKCYGNjA319fS2VTDMSEhJgbGwMAFizZg3OnDmD06dPF/i4Rek1VCVxj6eUFEBB6ghCCCEqIq8NQPKmqLejCmLEiBFSk8JoEtURIUSnnHUCYm4Ddb0Bx5W5b090QkHbUTo72x1Rj5kzZ+LGjRtIS0tD1apVc8y5RQghhBBCCCGEEFJQNOyuiPn777/x6NEjPH/+HH5+fjQrCiGEEKJlJ0+eROPGjVG8ePFsvWIyMzMxYcIE1KpVC9bW1li3bp1a1xH12b59u1Z6PRFCCCG6gHo+EUIIIYRoUe3atbF161YcPHiQn91MbPfu3Xjx4gWCgoIQFxeHRo0awdnZGfXr11fLOkIIIYQQdaCeT5Ce5pbkj/i1oyl+CSGEkLyxsbFBw4YNYWCQ/TfB/fv3Y/To0dDX10f58uUxYMAA7N27V23r8oPaUbqP2mmEEEK0jXo+AdDT00OxYsUQExMDU1NT+secR4wxxMTEoFixYtDTo3hmftBbjhBCiDxhYWGoXr06/9jKygq3b99W27r8oHaUbqN2GiGEEF1AwafvLC0tERYWhtjYWG0XRZCKFSsGS0tLbRdDcAYNAvbsAWjiGUIIKbycnJwQHBwsd93Dhw9hYWGh4RIpb9WqVVi1ahX/WHZYoBi1o3QbtdMIITql7i/AjQGAZT9tl4RoEAWfvjM0NIS1tTUyMzOp23geiUQi+iUtn/77D9i5E6CXjxBCCq9bt27le19LS0u8ffsWTk5OAIDQ0FA+iKCOdbK8vb3h7e3NPzY3N5e7HbWjdBe10wghOqd6f8CiD6BHv8AXJRR8kkH/nImmUa8nQgghivTr1w+bN29Gv379EBcXh/379+PEiRNqW1dQ1I4ihBCiFAo8FTkUfCKEEEII0aILFy5g+PDhiI+PB2MMhw4dwvr169GjRw8MHToU/v7+qF27NkQiEby9vWFvbw8AallHCCGEEKIOIlbE+kabm5sjIiJC28UghBBCiIZRG6Dg6DUkhBBCiqaCtgGobzQhhBBCCCGEEEIIUZsi1/OpePHiqFixolqOnZiYCCMjI7Ucm6gX1Z1wUd0JF9WdcAm17j5+/IiUlBRtF0PQqB1F5KG6Ey6qO+GiuhMuodZdQdtRRS74pE7UFV24qO6Ei+pOuKjuhIvqjqgDva+Ei+pOuKjuhIvqTriKat3RsDtCCCGEEEIIIYQQojYUfCKEEEIIIYQQQgghakPBJxXy9vbWdhFIPlHdCRfVnXBR3QkX1R1RB3pfCRfVnXBR3QkX1Z1wFdW6o5xPhBBCCCGEEEIIIURtqOcTIYQQQgghhBBCCFEbCj4RQgghhBBCCCGEELWh4BPhPXv2DAkJCQCAzMxMLZeG5AXVnXBdv34dgYGB2i4GyYcLFy7g7t272i4GySP6zBF1of/FwkV1J1z0nS5c1I4SpoJ85gxUXBYiIIwxiEQiHD58GHPmzIGpqSkYY9i5cydq1qyp7eKRHFDdCd+1a9cwatQoVK5cGWlpaRg/fjx69eqF0qVLa7toJBcPHjzAoEGDUKlSJRgYGKBjx4746aefUK5cOW0XjeSAPnNE1eh/sXBR3QkffacLF7WjhEkVnznq+VSEiUQiZGZmYvv27Vi4cCGuXbuGhg0bYtGiRbh69aq2i0dyQHUnfLt27cKUKVNw9epVjB8/HufOncOmTZu0XSyihP3792PMmDG4evUqFixYgICAACxZskTbxSK5oM8cUTX6XyxcVHfCR9/pwkXtKGFSxWeOgk9FzKdPnxAQEICUlBQAwOPHj6Gnp4eGDRsCAObOnYvSpUvj/PnzSE1N1WZRiQyqO+H6+PEjTp06hdjYWABcl/64uDgYGHCdT3v37o3OnTvD19cXiYmJ2iwqkfHx40fs2bMHEREREE8OGxkZyddTixYtMGbMGOzfvx9xcXHaLCqRQJ85oi70v1i4qO6Ei77ThYvaUcKkrs8cBZ+KAMYYEhISMGXKFNjb22P69OkYMGAAAMDCwgLPnz/nt61cuTKaNWuG9+/f48mTJ9oqMvmO6k7Y0tLSsHDhQtjb22P9+vUYPHgwLl26BJFIhJIlS0IkEiEtLQ2lSpVCixYtYGZmhgMHDmi72ATcP9lVq1ahQYMG2L9/P3788Uf8+++/AAArKytkZGQgKSkJBgYGcHJyQqNGjbB+/Xotl5rQZ46oA/0vFi6qO2Gj73ThonaUMKn7M0fBpyJAJBIhICAAjx8/RlhYGI4fP46UlBTMnj0bFSpUgIODA1atWsVv36pVK4SFhdGYaR1AdSdskZGR8PPzw+vXr3HixAm0b98eK1asQFhYGJo2bYpr167h7du3AIDy5cvDysoK375903KpCQDExMTg5MmTePLkCY4ePYrhw4dj06ZNePz4MZo3b47Q0FDcv38fAHdx4+zsjOjoaC2XmtBnjqgD/S8WLqo7YaPvdOGidpQwqfszR8GnIuL+/fuoW7cuRCIRAGDKlCmIiIjA6dOnsWjRIvj4+CA4OBgAULNmTURGRuLjx4/aLDL5jupOuJKSkqCnp4eoqCgAwPDhw2FtbY1169Zh6NCh+PjxIy5dugQAMDExQXBwMMqWLQsAfNdkoh0lS5ZETEwMwsPDAQC9evWCi4sLFixYgC5duqBEiRI4ffo0MjIyYGhoiJCQEFhbWwOgutMm+swRdaH/xcJFdSdc9J0uXNSOEiZ1f+ZotrtCLCMjA3p6ehCJRChWrBhevHjBj9Ns27YtLl68iMuXL6NLly7o378/Zs+ejS5duiAoKAhVq1aFnZ2dls+g6KK6E66MjAzo6+sD4H71qVKlCqKiolCzZk1UrlwZ3bp1w5IlS5CRkYHRo0dj7dq1CAoKgqGhIcLDw2FrawsAfCOZqJd4xiNAuu7ev3+PJk2a4OXLl3B0dIS+vj5GjhyJrl274t27d5gwYQImTZqEMWPGoGLFirh69So8PDwAUN1pGn3miLrQ/2LhoroTLvpOFxZqRwmfJj9z1POpkPjzzz8xePBg7N+/HzExMQAAfX19/k3g6emJBw8e8DN4GBoaom7duggKCgLAJVn09PTE8ePH8fXrV2zduhXly5fXzskUMVR3wvX333+jXbt2WLZsGW7fvg0A/Jf3169f0bJlS6SlpcHf3x/x8fEQiUSoXLkyKlSogPDwcPTo0QNr1qyBoaEhEhIS4Ovri8aNG2vzlIqMjRs3onHjxpgxYwaOHz8OIKvuPnz4ABsbG5QrVw5Pnz7lf/0xMTFB48aNcf/+fdjZ2WH79u1o1KgRUlJScOrUKbi6umrtfIoK+swRdaH/xcJFdSdc9J0uXNSOEiatf+YYEbSUlBQ2ceJE5u7uzrZv3848PDyYp6cnS09PZ4wx5uLiwi5fvswYY8zb25t169aNxcTEMMYYe/nyJbO3t2epqan88dLS0jR/EkUU1Z2w/fnnn8zZ2ZmdOHGCLVmyhFlaWrKEhATGGGNjx45lO3fuZIwxtn37djZ48GB27Ngxxhhj3759Y40bN2aRkZH8sTIzMzV/AkXY9u3bWevWrdnly5fZjh07WKVKlVhAQABjjLEFCxawjRs3MsYYO336NPP09GTr1q3j93V2dmaBgYFaKXdRR585og70v1i4qO6Ejb7ThYvaUcKkC585Cj4JlLjCY2NjWe3atVl8fDxjjLGgoCDm6urKVqxYwRhj7O3bt/w+8fHxzN3dnXl6erJdu3axNm3asCVLlmi+8EUc1Z0wffnyhW+0pqamstatW7N79+7x693c3NhPP/3EGOPqViw5OZn9+eefzN7enq1Zs4Z17NiRDR8+nK93on4pKSn8/bS0NDZ06FB25MgRfpmXlxcbM2YMS05OZklJSVLbHjt2jJmbm7PFixczFxcX5uHhwT5+/KjJ4hdZ9Jkj6kT/i4WL6k6Y6DtduKgdJUy6+Jmj4JOABAYGsqVLl7KMjAzGGGMZGRksNjaW9ezZk509e5bfbu/evaxu3bpyj/Hq1Su2YcMG1qtXL7Z582aNlJtQ3QlZSEgI+/HHH1mDBg2Yv78//4tq165d+QYuY4zdu3ePWVhYsOjoaLnHOXnyJPvll1/Ypk2bNFJuwl2I/PTTT8zDw4Pt3LmTvXv3jjHGWPfu3dn06dP57Z49e8acnJzYnTt35B7n+vXrbNGiReyff/7RSLmLOvrMEXWh/8XCRXUnXPSdLlzUjhImXf7MUfBJANLS0tiiRYuYqakpK1++vNQbICIigo0ZM4atWbOGXxYTE8PatWvHTp48yS/z9fXVaJkJh+pO2H788UdmamrKVq5cyT59+sQvT09PZxs2bGAeHh78FzpjjDk4OPD1mZGRwY4cOSLVRZVoRkZGBlu2bBmrW7cuW7FiBTtw4ADr3bs38/b2ZowxdvjwYdagQQOpuuvatStbsGABY4yr35MnT7IHDx5opfxFGX3miDrQ/2LhoroTNvpOFyZqRwmXrn/mKOG4ABgYGKBx48Y4duwY1q9fj927d/PrqlWrBmtrawQEBODhw4f88sqVK/PTHUZFReHAgQP49u2bxste1FHdCVNGRgYAwNLSEhUrVoS3tzdMTU0RFhYGgEvM17RpU2RmZuLgwYP8fh4eHvyUsnp6erh+/TqfxI9ojp6eHuzs7LBnzx5MmTIF/fr1g4uLCxISEpCWloaWLVuiQoUK2LBhA79Ply5d8PjxYwBc/T579gyVK1fW1ikUOfSZI+pE/4uFi+pOmOg7XdioHSU8gvnMqS2sRVRKPNY2KCiItWnThu3bt49fFxAQwCZMmMCGDBnCGGPs06dPrE2bNiwkJEQrZSXSqO6ER/IXASMjIzZ37lzWvXt35uLiwsaPH8+OHj3KGGNs7dq1rE6dOiwmJoZFR0czNzc3dvHiRW0Vm7CsXCBfv35ljGV9/iZMmMBmzpzJb+fj48PMzMzYo0ePWGRkJOvVqxc7dOiQ5gtMGGP0mSPqR/+LhYvqTnjoO124qB0lTEL5zFHPJx1y5swZJCQkyF1naGgIgItmdu/eHVu2bOHX1a1bFzNnzkRUVBS6dOmC+vXrw9XVFRYWFvwvP0S9UlJSFK6jutNt4mi/JH19fWRmZgIAfv75Z+zYsQM//vgjdu3aherVq+O3335DXFwcfv75Z7Rs2RKjRo1CkyZNYG9vj2bNmmn6FIqsM2fO4OPHj1LLxFNrlypVCgD3+cvMzMSrV6/QokULfrvevXvjxx9/xLJly9CmTRuYm5vTFL8asmHDBn5aZjH6zBFVoHaUcFE7SrioHSVc1I4SJkG3ozQW5iIKbd68mdWvX5+1bt2ade/ene3YsYNf5+vrm2287KNHj1jz5s2Zv78/Y4zxMwZ8/vyZ+fv781MmEvVKTU1lixYtYiVLlmTbtm3jl4uTYR49epTqTkelp6ezlStXMmNjYzZy5Eh+bLO47s6fP88nRczIyJCql4iICNaxY0d25coVxhj3C1F4eDhLTEzU8FkUTSkpKWzRokWscePGzMXFhTk7O/NT+qalpbHz58+zf//9V2qfGzdusBYtWvCPJceyf/z4kf91j6hfSEgIMzQ0ZGPHjuV7JmRmZtJnjhQItaOEidpRwkXtKOGidpSwCb0dRT2ftIgxhrS0NNy8eRPLli3DtWvXMHToUPzvf/9DcHAwACAkJARmZmZS+zVs2BA9e/aEp6cn3N3d8e+//wIATExM0KRJExgZGWn8XIoiHx8fvH79Gv3798f+/fv5X1v19LiPVVBQEKpUqSK1D9Wdbnjw4AE+fPiAiRMngjGG+/fvA8iqu9TUVHTs2JFfJlkvFy5cQOXKldGmTRsA3C9E5ubmKF26tIbPomjatWsXHjx4AB8fH/j5+cHLywsLFiwAwOUGSU1NhbOzMwAgPT0dAHD37l24ubnh2bNn6NatG2bPns3/Il6hQgX+1z2iPuLX++HDh3B0dATA1QvAfYZSU1Ph4uICgD5zRHnUjhI2akcJF7WjhIvaUcJUaNpRGg93FXGBgYHs3LlzfIQ4KCiI1a5dWypi3LdvX/bbb7+xpKQkucfYsWMHs7KyYo0aNWJbt27VSLkJN4OKpNjYWD7yX6tWLXb8+PFcj0F1px3BwcHszJkz/KwPcXFx7MOHD4wxxkaNGsXmzZvHYmNj5e6bmZnJ4uPj2fbt25mzszNr06aN1LTORL0CAgLYkSNH2Pv37xlj3K9tL1684Nc/ffqUtW/fnl8vKzU1ldWuXZtVrFiRubi4sD179mik3EWduN7En7O0tDTGGGMLFixgV65cYVOmTGHe3t4sPj4+2770mSM5oXaUcFE7SrioHSVc1I4SpsLajqKeTxoSHx+PIUOGwMPDA//88w+6dOmCsLAw1K5dG8WLF8fhw4f5bUeNGoWzZ88iPj5e6hhpaWkAuLHVy5cvx4MHD+Dp6anR8yiKnj9/DldXV9SpU4f/JRUAypUrx/+a2q9fP/z7779ITk6WewyqO+148uQJ+vTpg/79+2PXrl1o27YtoqOjUaZMGVSoUAEA4OrqiuDgYDx48AAAsuWISE5ORmZmJoKDgzFlyhRcvXoVbm5uGj+XoiYpKQnjxo2Dh4cHfH190aZNGzx79gxmZmawtbXlf427dOkSjIyMsv06DgCJiYnIyMhAhw4dsHPnTvj5+eGHH37Q9KkUKbL11rJlSzx//lyqJ4OhoSHGjBmDDx8+YOXKldi1a5fUMegzR+ShdpRwUTtKuKgdJVzUjhKmQt+O0nb0q6h49OgRGzBgAPv27RtjjLEhQ4awgQMHsvj4eLZ27VrWsWNHxljWWOlatWqx06dPM8YYu337NvP29mavX7/WTuGLsMzMTDZlyhS2ePFi1rJlS7Zs2bJs6xnjZlexsrLKNlvAnTt3qO60JCMjg40ePZr9/vvv/LLOnTuzn3/+mTGW9QtCQkICGzZsGFu0aJHU/uHh4WzGjBns/Pnzmis04YWFhbGePXvyv/hMmTKFDRkyhD158oQxlvVdOWTIEHbw4EGpfd++fctmzpxJdacFiurt2bNnLDExkY0ZM4YxxtjWrVtZpUqVWKVKldjhw4cZY4y9efOG6o0oRO0oYaJ2lHBRO0rYqB0lTIW9HUU9nzTk0qVL+Pr1K0qUKAEA+OOPP/D27Vtcu3YNXbt2xbt373DkyBE+qtmyZUs+Im1vb4/JkyejRo0aWit/UcQYg0gkwrhx4zB79mzMmDED//33HyIjI/ltRCIR0tLSYGpqip49e+LgwYN48+YNNm3aBACoV68e1Z0WZGZmQk9PDxMnTsTEiRP55c7OzjAwMADAjWvPyMiAkZERunbtivfv38PHxwerV69GTEwMzMzMMG3aND5nAdGsGzduIDk5GZUqVQIAzJw5E6mpqbhx4wbS0tKgp6eHd+/e4fPnz+jduzciIiL4z12VKlUwdepUqjstkFdvKSkpuHr1KjIyMnD27FlUrlwZe/fuxY8//ghXV1eUL18eAFCtWjWqN6IQtaOEh9pRwkXtKOGjdpQwFfZ2FAWfVEw8xSH73uVUfNupUyfcuXOHT6ZYpUoVNGnSBEePHkWNGjUwadIk/O9//8P69evh5eWFgIAAtGzZEgA31aWFhYUWzqZoETdSxcRTjVpbWwMAevToAUNDQ6mu/QBQrFgxAFwdb9y4Ea1atcKDBw+QkZGB0qVLU91pAJPp4i2++LCzs0OpUqX4z+WZM2fQpEkTfjt9fX0AgJmZGfbs2YOxY8fi+fPnKFWqFAwMDGBqaqqhMyi6Pnz4AADIyMgAkFWXLi4uuHDhAmJjYwFwCS2bNm2K+/fvIyYmBgBw+fJlBAUFYfr06ejRowcCAgKQlpZGdacBV69e5esByL3eHj16hPfv32PhwoU4efIkzp07h/nz56NUqVL49u0bGGMoVqwY1RuhdpSAUTtKuKgdJVzUjhKmItuO0kZ3q8ImKSmJzZ07l7m7u7OFCxeyuLi4bNt8/fqV9erViy1evJhf9vDhQ1alShX+8cWLF9m4cePY//73P5puVEOSk5PZ9OnTWfv27Zm3tzcLDQ2Vu524a/GWLVtYs2bN+ISLYhs3bmT16tVj8+fPp+lGNeTr169swYIFrGvXruy3335j7969k7uduEt/UFAQc3Jy4odsiF2/fp05OTmx2bNnU91pUHBwMKtcuTLr3r17tnXiruCdOnViEyZM4Je/fPmSVa9ena/DFi1asCpVqrDVq1dT3WlAeno6+/3335mNjQ3z8vLKNgxGUb0FBAQwKysrqc+e+Ds1PT1dAyUnuo7aUcJF7SjhonaUsFE7SnioHcUYBZ8KKCEhgXXr1o2NHTuWvXz5knl4eLDx48ezBw8eMMak3xC+vr6satWq/Owrb968Yb169eLHdBLNmzNnDhs0aBALDg5mP/zwAxs2bBi7evUqY0zxh7lx48bs8OHDzMfHh506dYoxxo1rJ5pz/vx5Zmdnx0aPHs3P0jF16lQWHR2tcJ99+/ax6dOnM8YYO3LkCDty5AhjjMmdJYKo361bt1jv3r2Zo6Mju3XrFmMs65+u2J07d1jx4sXZ27dv+WXt2rVjQUFBjDHuwpNojr+/P+vXrx97+vSp1HLxhYmYonp78+aN3O1J0UbtKGGjdpQwUTtK+KgdJTzUjmJMxJhMP0uSq+TkZD7nwK1bt/Dnn39i06ZNMDExgb+/P7y8vNClSxf88ccf2fb18PCAkZER7O3tcfDgQbi4uGDZsmWaPoUij33PQ+Dm5obx48fDw8MD4eHh2LZtGwICArB3716F+3bv3h0nT56EjY0N/vjjD/To0UODJScAl/ujWLFiaN26NQDgxIkTWLBgAe7cucN385fl4eGBzMxM6OvrIzo6Gr/++iu6du2qyWITCStWrMDnz59hbGyMx48fY+/evXyOCSAr38SYMWPw5csX1KhRAxcuXEDTpk2xfv16hfVM1GfEiBGwtbXFjBkzEBoairdv36J169b8sAuA6o0oh9pRwkftKGGjdpTwUTtKeKgdRTmf8sTf3x9ubm7w8vLCli1bAACpqal4/fo13r9/DwCwtLRE5cqV8ejRIzx+/BgA9w9aPFZ627ZtGDx4MAICArBo0SJqMGnIjRs3MH78eNy6dQsAl4cgJiYG1atXR2pqKgDAwsICnTt3RmRkJG7evAkgK/cEACQkJMDT0xNfvnzBmTNn8PLlS2owaYBs3QFA06ZN0bx5c75+rKysYGxsjKSkJLnHCA8Px/Hjx1G6dGmMHz8eN2/epAaTBsjWXWZmJj+mPT09Ha1bt0b79u0RHByM8PBwpKSkAMjKWwAAq1atwtSpU5GUlIRFixZhw4YNgv/Hq+tu3ryJgQMH4syZMwDAf0fWrVsXMTExmDdvHvr06YM///wT/fv3x7Vr1wBQvZHcUTtKuKgdJVzUjhIuakcJE7WjFDPQdgGEIigoCL/88gtGjhwJKysrTJkyBV++fMGUKVNga2uLWbNmoWLFinj27Bm6du2K4OBgREVFoWHDhhCJRPybpXz58nB3d4e7u7uWz6hoSE9Px44dO/Dbb7/BwsICjDE4OTkBAJ+QLSAgADExMTA1NUX16tXRuHFj+Pv7o2XLlvyvBwBgbGyMxYsXo2rVqlo5l6Imp7ozMjICkJWcb+vWrWjUqBFKly6d7TiMMVhYWODx48ewt7fX3AkUYYrqTvLzdP36dYwePRrly5eHsbExbGxsMG7cOKxevVrqFyAjIyM0a9YMzZo108apFDkHDhzAzJkzUaVKFfz111/o3LkzDA0NAQCGhoYIDw9H+fLlcf/+fcTHx2PZsmWYN28eLl68SPVGckTtKGGidpRwUTtKuKgdJVzUjsoZ9XzKwbdv3/j7UVFRKFWqFDw9PeHs7Iz58+fD398f586dw86dOzF9+nTUr18fPj4++O2333Dt2jX656pF4hkCRCIRmjRpgnPnzmHp0qUIDw/H/fv3+e169OiBBw8e4MmTJwCAypUrIyQkhJ/eUhbVqfopU3fiX+pEIhESExPh5+eHn376CQAQHx+P5ORk/ngikQiMMWowaYCydRcaGoqyZcvir7/+Qv369REXFwdLS0ssXLiQ34ZojrjHCQA0a9YMBw8exH///YfY2FhcunSJX9e+fXuEh4fjy5cvAIAyZcqgbdu2KFeuHD8DGSGSqB0lXNSOEi5qRwkXtaOEidpRyqPgkxyrVq1C48aNMX78ePj7+wMA3r17BwsLC3z8+BEA0KpVK9SvX5+fLrZVq1b45ZdfUK1aNfj7+6N58+YwNzfX2jkUVatWrYKDgwNGjRqFU6dOIS0tDQ0bNoSdnR1q1qyJGjVqYN++ffz23bt3R61atbBhwwbcv38fcXFxSExMhJmZmRbPomjKS91J/vLz7NkztG7dGomJiRg1ahRGjx6Nd+/eSR27MHRT1WV5rTsrKys8evQIz58/x+7du/HgwQPUq1cPS5cu5bch6vfnn3/CwcEBI0aMwI4dO/Dp0ydYWVmhcePGqFy5MpydnbFhwwZ+e0dHRwwaNAhfvnzBzZs3ERMTg/Xr16NVq1YwNjbW4pkQXUPtKOGidpRwUTtKuKgdJUzUjsoHzeY3133//PMPc3FxYSEhIWzu3LmsW7du7NixYywiIoLZ29tLzQrg4+PDvLy8WHh4OEtLS2P37t1jrq6uzN7enm3atEl7J1FEHTlyhLm4uLA3b96wTZs2sT59+rAlS5bw6zMzM9m+ffuYu7s7e/bsGb/848eP7I8//mAdO3ZklpaWbMmSJYKbtlLo8lN34pkefv75ZyYSiVjr1q3Z4sWL+VmQiGbk93MnOZV6eno6e/HiBUtOTtZo2YuymzdvMjc3N/bq1St24sQJNnjwYDZu3Dipbe7cucMaNWrE7t69K7V8586dbNCgQaxu3bps6dKlLCUlRZNFJzqO2lHCRe0o4aJ2lHBRO0qYqB2VP0U+LCpOACYWGhqKli1bolatWpg9ezY6deqE3bt3o0KFCmjSpAn27NnDd4msVq0a7t69i8qVK8PAwADfvn3DgAED8OTJE4wZM0Ybp1OkfPv2jR+rDnD5JKpUqQIrKyt4enpixIgROH36NEJCQgBwv9o0aNAAFhYW8PPzAwCEhYWhQoUKmDZtGrZs2YK3b99i1qxZUmNuieqpou4iIiIAAKVLl8a///6La9euYfbs2ShZsqTmT6gIUUXdvX37FmXKlAFjDBkZGdDX14etrS2KFy+ulXMqChITE5GWlsY/fvr0KVJTU1GzZk107twZM2fOxNmzZ/Hs2TN+G2tra7Rp0wb//fcfAC6vCwAMHToU69atQ0BAAGbMmMHnMiBFE7WjhIvaUcJF7SjhonaUMFE7SjWKbPDp5cuXGDVqFAYNGoTFixcD4BLqffz4Eebm5khJSUHx4sXRqlUrlCxZEkePHsWMGTPw7NkzrFq1CgDw4sULODg48G/E1q1bY+TIkVo7p6Li5cuX8PT0RO/evTF9+nR+Zg7GGGrVqoUvX76gWLFiaNKkCerWrYvt27fz+9ra2qJdu3ZYu3YtatasiX/++Qdfv34FAFSvXl0bp1OkqLLu1q9fj/T0dCxduhReXl5aOqOiQ5V1t3nzZiQlJUEkEtEFipqJ661bt26YMGECgoODAXBJm21sbBAZGQl9fX3Y2dmhU6dOWLFiBb9v+fLl8cMPP2Dbtm2oWbMmVq9ezecpKFeunDZOh+gQakcJF7WjhIvaUcJF7ShhonaUahW54FN6ejpWrlyJvn37onbt2li4cCH+/PNP/PXXXxCJRKhRowZOnz7NfyHUqVMHtWrVQmBgIOrUqYOZM2ciLCwMTZo0wYYNGzBx4kSUKlVKy2dVNGRkZGDbtm3o378/bGxssG3bNpw9exbLly8HwCW5DAgIQFhYGADuA9+6dWtERUXxSU99fHwwbtw41KxZE+vWrcOiRYvkzuxBVEsddff777/DwIAm7FQ3dX3u6HtTvRhj8PX1xcCBA2FjY4OTJ0/i3bt3+Pvvv5GamoqyZcsiOTkZDx48AMAlJx04cCDevXuH+Ph4AICvry+6dOmCZs2aYf369fjnn39gYmKixbMiuoDaUcJF7SjhonaUcFE7SpioHaUeRS74ZGBgADMzM/4XOFtbW/z22284ePAgAGDcuHEICQnBzZs38e3bN5QqVQqfPn1CdHQ0AKBt27bYuHEjfHx8cPfuXTRt2lSbp1Ok6Ovro2LFivDx8cGsWbNgZmaGadOmwdfXFwDQu3dvJCUl4ebNm4iLi4OhoSE+ffoEkUjEdyEuX748Tp06BT8/P5qmWYOo7oSL6k6YRCIRTE1NsXfvXsyaNQulS5fGuHHjcOHCBRgaGqJVq1YoW7Ysbt68iY8fP0JPTw8xMTEwMzPjE5VaW1vj+PHj8PPzQ+fOnbV8RkRXUDtKuOj7XLio7oSL6k6YqB2lHkUq+CQeX9urVy/UrFkT6enpALgxnB07dgTAdYEbPHgwdu3ahT179oAxhujoaDRq1Ig/TsmSJalrsZZ06NAB1tbWyMjIAMDN5tC8eXNkZGSgTJky6NevH65evYqVK1ciIyMDDx8+RI0aNfj9nZ2d0apVK20Vv0ijuhMuqjthatq0KerWrctPuVy6dGnY2NjwAQEPDw+Eh4djxowZSExMxPHjx1GhQgUYGRkBAOzs7NC6dWttngLRMdSOEj76PhcuqjvhoroTJmpHqV6hDT69efMGAPgPOZA1TWipUqUgEon4rqbXr19HvXr1+O0mTJiA/v37w8fHB/Xr10e5cuUwcODAbMch6vHy5UsA4Bu1ksR1J44oHz16FA0bNuTHO//www+YOHEinj9/DgcHBxgZGWHChAmaK3wRt337dhw9epTvJiyZUJHqTrft2bMHFy9e5P/BUt0Jw4YNG/DHH39IdfsWK1GihNT/qz179qBRo0b8L6kdO3bEwoULwRhDmzZtUKpUKcyfP1+j5Se6i9pRwkXtKOGidpRwUTtKmKgdpWGamVRPM9LS0tjChQuZqakpc3R0VGqfhw8fslq1avGPP336xN9///59kZr6UJvS09PZ77//zsqWLctMTEyU2ic0NJTVqFGDf/zu3Tt+itHPnz9T3WnQvXv3mJWVFfPw8GB9+vRhgwYNYpGRkYwxxjIyMrJtT3WnO/bt28dsbW1Zz549Wd++fdkvv/zCoqOjGWNUd7rs+PHjzNbWlvXv35/NmzeP2djYsHfv3incPiYmhtnY2LDPnz8zxhh7/fo1P03zt2/fWGpqqiaKTXQctaOEi9pRwkbtKOGidpQwUTtKOwpVz6f379/j7du3WLlyJUxNTeHj4wNA+lc7WVeuXMG4ceNw8+ZNtG3bFkuXLkVKSgoAoEqVKkVq6kNNYxK/CKSkpCA0NBT79+9H7dq18e+//wKQ/6ud2JUrVzBw4EBcvnwZHTp0wMKFC/kZV0xMTKju1Eiy7gAuEeLkyZPh6+uLv//+GwDg7e0td1uA6k6XHDp0CCtXrsSRI0ewYMECBAQE4PfffwdAdafLDh8+jAULFmD//v2YNGkSmjRpkm3Ke0nXr19Hhw4dcOvWLXTq1Anz5s3jE2KWKFECxYoV01TRiQ6jdpSwUDtKuKgdVXhQO0qYqB2lJdqLexXc06dP2bp161hISAi/LDo6mqWkpLAlS5awzp07Z9tHHIFOT09naWlprGHDhqxMmTKsU6dO7MCBAxore1EXGBjIvnz5whjjfmlljLEPHz4wxhhbv349q1OnTrZ9xHUnvnVzc2P6+vrM3d2d6k6DJOtO/OvM2LFj2aRJk/htXr9+zfT09Pg6Ff8aQHWnXbLfmW/fvmXdu3dnJ0+eZIwxlpmZyVxdXVmZMmX4X3Oo7rTv2bNnbNGiRezhw4fs69evjDHGunXrxvr168fCw8PZwIEDmaOjIzt9+jT79u0bYyzre1VsyJAhTCQSse7du1O9ER61o4SL2lHCRe0o4aJ2lDBRO0p3CLLnU3p6OubMmYOuXbvi1q1bmDhxItasWQMAqFixIgwNDdG9e3fExsbi/Pnz/D4Al+CNMQZ9fX3o6emhTp06OH78OM6cOYN+/fpp7ZyKitDQUHh4eKBu3br8WGbxWNpKlSoBAIYNG4bU1FQcPnwYAJCWlgYgq+4A7pcEW1tbXLx4ESdPnqS60wB5daevr4/MzEw4Ojriy5cviIuLAwDUqFEDXbp0wdKlSwEAxYoVo7rTItnvzAkTJmDDhg2wsLBAtWrVsHnzZjx9+hRr166Fo6Mj6tevj/Xr1wOgutO233//Hd26dcPr16+xePFizJo1CwCwePFiVK9eHY6OjjA3N8fs2bOxaNEiTJo0CQA3IxljDJ8/fwYA2Nvb49KlSzh27BjVG6F2lIBRO0q4qB0lXNSOEi5qR+kYzce7Ci4iIoK1bNmSpaenM8YYO3HiBGvcuDG7cuUKv01SUhKbNWsW69Wrl9S+6enprF27duzWrVsaLTPh3Llzh3l7e7PLly+zSpUqsdjYWMYY90uBpMWLF8vNN9GpUyf+1wWiWYrqjjHG/Pz82IgRI9j+/fv5ZTt27GD9+vXjH3fu3JnqTkvkfWc6ODiwe/fusZiYGDZ//nzWo0cPNmTIEBYYGMhmzpzJ1q5dy+9PdacdMTExrEOHDnwOnYCAAFatWjV2/Phxxhhju3btYhMmTOC39/f3Z2XKlOF/XfXy8mKHDh3SfMGJzqN2lHBRO0q4qB0lXNSOEiZqR+keQQafYmNjWdOmTdmjR48YY1w3xlmzZvHdwzMzM1lGRgYLDAxkrVq1Yr6+vmz16tXs/v37jDHujUi0IzMzk3/93dzcmLe3N2OM8V/m4m3S09OZlZUV27NnD1uwYAHz8/NjjDG+CyvRPEV1xxiXIHHJkiWsd+/eLCkpiTHG2OzZs9mqVav4beLj4zVbYMKT9505c+ZM1qVLF36bxMRE/r6rqys7deoU/5jqTnvq1avHrl69yj9evHgxs7OzY4wxtn37djZmzBh+3ZEjR9jIkSNZQkICY0y6TgmRRO0o4aJ2lHBRO0q4qB0lXNSO0i2CHHYXGRmJBg0a4MWLFwC4bsSenp54+/YtAgMD+akso6KiEBoaiiFDhuDdu3eoW7cuAKB8+fLaLH6hxxjD7du35Sa5FIlE/Os/bdo07Nq1C+np6dDX1wdjDJmZmRCJRAgODkZ6ejrGjBmD2NhYNG/eHABQpkwZjZ5LUcMYk6o3JpEoUVHdAVyCxJEjRyI5ORlDhw7FDz/8gKNHj0pNvW1sbKyhsyiaZOtOkrzvTC8vL4SGhiIwMBAAULp0ady4cQMjRoyASCRCo0aN+P2p7tSHMYaoqCi566Kjo+Hi4oLr16/zy6ZNm4bw8HAEBgaiZs2a+D979x0WxdWFAfxdqgUUxYKKgIpYQcSGWFFExa6xawR7icaosSWWz26imFhj7y3GHlvsvfeCgpViQVERpMP5/pgwEQUrsKy8v+fxkZ07M3tn7szs2bN37ly/fh39+/dH7969MXr0aNSsWRMmJiYAlDYlSg7jqIyNcZTuYhyluxhH6SbGUbolwyWfwsLCMGTIEPVJD8kpXbo0zMzMcOXKFTx69AiAcnA4ODjg7t27AJT7qtu1a4devXrh2bNn+PXXX5EtW7Z02YbMKjw8HBMnTkS5cuWwa9cu9Wk3KXFzc4OtrS2mTp0KAEmC3VatWqFHjx549uwZZsyYwYt2GouIiMC4cePg4OCAQYMGYcWKFQD+G0fibW+3HaCMNbFq1Sp0794dFStWxLlz51C/fv10qX9mFhYWhokTJ8LJyQlDhgxR2+7Np1OldM20t7dXr5lXr15F9+7dUbp0aWzbtg0WFhbpvzGZSEREBMaPH4/SpUujZ8+e+PnnnwEkbbd8+fLBzs4Ovr6+uHPnDgBlDAIPDw8cP34cNWrUwB9//IHcuXOjaNGiOHv2LL799lutbA9lHIyjdBfjKN3FOEp3MY7STYyjdJR2Olwl7/r161KvXj0pVqyYlCpVSh49evTOPIn3YO7evVu6du2qdkeNjo6W2rVry4MHD9K1zqQ4ffq02NjYSKtWreTOnTsfnD9xbIIDBw6ItbW1bN++Xb777jt25deSn376Sby8vMTHx0cOHjwoZmZmcuzYsWTnTantXrx4kY41JhGRQ4cOSalSpaRfv35y6dIlWbJkieTPn1+9TorwmpkRJSQkyPDhw6VLly5y9+5duXz5smg0GvUJK4nziIhcvHhRevfuLT/88INa1qRJE7l8+XK615syPsZRuotxlG5jHKWbGEfpJsZRukvryafg4GD17/DwcHUwNmdnZ5k3b9478ydeAGJjY+Wff/6RwoULy5AhQ8TR0VG+/fZb9dGllPbeDHBCQkKkWrVq6j21QUFBcvv27SSPZE7O3LlzRaPRiKOjo2zYsEFE3h00k9LWy5cvxcrKSh4/fqxOq1SpkjRq1EgCAgJEJPk2Sa7tKH1FREQk+ZKyZs0aGTZsWJLHafOamTG8+Vn36tUrsbGxUdvu3Llz0q9fP3WMgcTxdhL/vnHjhhQqVEj69+8vTk5O0rx58yTro8yNcZTuYhz1dWAcpbsYR+kOxlFfB60ln86cOSNNmzYVR0dHGTx4sNy6dUtERB1kb/78+VK1atUP/oJz4cIFmTVrFp8gkI6OHDkibdq0kZo1a8ro0aPVths1apQ0bNhQmjRpIk5OTtKuXTt18NLkLF++XKpUqSL79u1Lr6pneocOHZJmzZrJ6dOnk0xv0KCBjBkzRkSUIKpz585Svnx5OXr0aLLrYdulv5TaTkTk6dOn0q1bNzEzM5MWLVpI7969U1wPr5np6+3Puhs3boiIcs41a9ZMatWqJfny5ZNmzZqJo6Oj3Lt3L8nyicGTn5+frFq1Snbt2pXem0AZFOMo3cU4SncxjtJdjKN0E+Oor4tWkk8JCQnyzTffyNSpUyU4OFj69Okjrq6uarYyUalSpWTVqlXqrwWxsbESGxsrK1eulHPnzmmj6pnepEmTpFy5crJ69Wq5fPmydOjQQX0M7P3796VevXrqo0WfPXsm5cqVkwkTJoiISFRUlPz555+ydetWrdU/M1uyZIlUrVpV8ubNK999912SX1H37dsnVlZW0rVrVylXrpysW7dOqlevLpMmTRIRpWsx20573m67N7uDiyjnVuLjmaOioqRy5coybtw4ERGJjIzkNVNLkvusq1GjhiQkJEhUVJRs2rRJOnfuLDExMSIi0q5dOxk4cKAkJCRIbGys/Pnnn+rjgInexDhKdzGO0l2Mo3QX4yjdxDjq66OVAccvX76M4OBgDBkyBHnz5sXcuXMRHh6OTZs2ITY2Vp3v22+/xZo1a6DRaPD48WMYGBjAwMAAYWFhKFasmDaqnunVrFkTS5YsQYcOHeDg4IBvvvkGUVFRCA8Ph7W1NdauXYvvvvsOAGBubo4uXbrg9OnTAABjY2MAQLVq1bRW/8ysSpUqWLNmDU6dOoVdu3bB19dXLatbty5OnDiBFi1aYMuWLWjbti2cnZ3VQfuMjIwAsO205e22S3yyCqA85cPY2Bht2rQBoJxn7dq1w6lTpwAAWbJkQXh4OK+ZWpDcZ11UVBRWrFgBY2NjHD58GGXKlIGhoSEAoGPHjjh48CA0Gg0MDAwAAFWrVtXmJlAGxThKdzGO0l2Mo3QX4yjdxDjqK6SNjFdMTIyYm5ur3eZERLy9vaVly5YSGhqa5L5oc3NzqVy5spiZmcn169e1UV16Q+IvBYkZ5uHDh8vAgQNF5N372W/cuCGNGzeW3bt3p28lKUWJbdSoUSMZPnx4ivNduXJF3N3dxdfXN72qRh/wsW1348YNadasGc+7DCClz7pmzZpJZGSkLF68WIoUKSJxcXFy/fp1ad26tUyfPp3jtdAHMY7SXYyjdBvjKN3FOEr3MI76+mil55OhoSG++eYbzJw5U53Ws2dPnDx5EsHBwdBoNLhz5w46d+6szvv48WOULl1aG9WlN+jpKYdMYob57t276q84Go0GIoLDhw/D3d0dXl5ecHV1hZubm9bqS0mJCABgyJAh2Lx5M/z8/JKUX7hwAa1atUKrVq3QpEkT2NraqsuQdr2v7SIiIrB37140bNgQnp6eqFmzJs+7DCClz7ozZ84gMDAQXbt2hb29PRo1aoR27drByckJAwYMSPHR3ESJGEfpLsZRuo1xlO5iHKV7GEd9fQy09cadOnXCt99+i0ePHqFAgQLInj077O3tcf36ddja2kJPTw/NmjXDypUrtVVF+oArV67g7t27+OabbwAAvr6+sLOzg76+Plq3bo0ePXpouYb0Nj09PYgIateuDQsLC+zfvx/FixeHj48PSpUqBVNTU3Tq1AktWrTQdlXpLSm13a1bt1CiRAnExMTgm2++Qbdu3bRdVXpDcp91ZcuWxbVr12Bra4s///wTQUFBKFq0qLarSjqGcZTuYxylexhH6S7GUbqJcdTXRSNaTMd/++23ePHiBaZNm4YjR45g7dq12Lx5M3LmzKmtKtFHEBFoNBrMnTsXV69eRatWrTB69GgUKlQIGzZs0Hb16AMS22/btm3o1KkT8uTJg2LFiuGff/7hLwUZXEptt3fvXm1Xjd6Dn3WUVnhs6SbGUbqNcZTuYhylm/hZ9/XQavLp1atXmD17Nnbv3g0TExMMHToUtWvX1lZ16BPExMTAyckJgYGBqFevHvr168e20yFbtmzByJEjUaBAAfz000+oU6eOtqtEH4ltp3v4WUdphceW7mIcpdv4Way72Ha6h591Xw+tJp8SPX/+HLlz59Z2NegTTZgwAR4eHnByctJ2VegTHTp0CLly5UK5cuW0XRX6RGw73cXPOkorPLZ0E+Mo3cXPYt3FttNd/KzTfRki+URERERERERERF8nrTztjoiIiIiIiIiIMgcmn4iIiIiIiIiIKM0w+URERERERERERGmGySciIiIiIiIiIkozTD4REREREREREVGaMdB2BYgoc7OxsYGxsTGyZMmC169fo0yZMhg2bBhcXFw+uOyWLVtgYWEBZ2fnT3pPDw8PPHz4EABw+fJllC1bFvr6+jA1NUXHjh0RFhaGH3/88bO2h4iIiCi9MI4iIl3B5BMRad369evh6OgIANi0aRM8PDywZ88eVKlS5b3LbdmyBY6Ojp8cNO3cuVP9W6PR4OjRozAzM/vUahMRERFpHeMoItIFvO2OiDKUli1bonfv3pg2bRoAYP/+/ahatSrKly+PMmXKYPHixQCUwGfbtm349ddf4ejoiEWLFgEAVq5ciSpVqsDJyQk1a9bE5cuXP+n9x44di4EDBwIAli1bBjc3N7Rv3x6lS5eGi4sLbty4gRYtWqBUqVJwd3dHeHg4ACA2NhbDhw9H5cqV4ejoiDZt2uDFixeptFeIiIiIPoxxFBFlVOz5REQZTpUqVbBt2zYAgJOTE44dOwZ9fX08f/4c5cuXR/369eHh4YGmTZvC0dFRDXKOHz+OtWvX4siRIzA2NsbRo0fRoUMHXL9+/bPrcvbsWVy9ehVWVlbo3LkzmjRpghMnTiB//vxo3Lgxli9fjn79+uHXX39F9uzZcebMGQDA+PHj8fPPP2POnDlfvD+IiIiIPhbjKCLKiJh8IqIMR0TUv0NCQtCtWzf4+vrCwMAAISEhuHbtGiwtLd9ZbuvWrbh8+XKSbubPnz9HZGQksmbN+ll1qVq1KqysrAAAFStWRGxsLPLnzw8AqFSpEvz8/AAoXddDQ0OxceNGAEBMTAxsbGw+6z2JiIiIPhfjKCLKiJh8IqIM5+zZsyhbtiwAoHfv3vDw8MDGjRuh0Wjg5OSEqKioZJcTEXTp0gWTJk1KtbpkyZJF/VtfX/+d13Fxcep7z5o1C+7u7qn23kRERESfinEUEWVEHPOJiDKUrVu3Yt68eRg8eDAA4MWLF7C2toZGo8GRI0eSjD2QI0cOhIaGqq+bNm2KVatWwd/fHwCQkJCAc+fOpUu9mzdvjhkzZiAiIgIAEBER8UXd1ImIiIg+FeMoIsqo2POJiLSubdu26iOCS5cujZ07d6pdvqdMmYK+ffti/PjxcHR0TNIVvHPnzvD09MSWLVvQr18/dO/eHb/88gtatGiBuLg4xMTEoFGjRqhYsWKab8OwYcMQHR2NKlWqQKPRqNPKlCmT5u9NREREmRfjKCLSBRp586ZgIiIiIiIiIiKiVMTb7oiIiIiIiIiIKM0w+URERERERERERGmGySciIiIiIiIiIkozTD4REREREREREVGaYfKJiIiIiIiIiIjSDJNPRERERERERESUZph8IiIiIiIiIiKiNMPkExERERERERERpRkmn4iIiIiIiIiIKM0w+URERERERERERGmGySciIiIiIiIiIkozTD4REREREREREVGaYfKJiIiIiIiIiIjSDJNPRGnM398fJiYmuHv3rrarkqpWr16NEiVKfNE6Fi1aBBsbm9SpUDqpXr06xo4dq+1q6KQ1a9agUaNG6fZ+gYGBsLS0REhISLq9JxERfbyGDRti/PjxX7SOT/1cjouLg0ajwaFDhwAAR48ehYmJCeLj47+oHp8qPeLD1IjV3nb79m1oNBrcv38/VdebGVhaWmLZsmXvnedjYqWPWc+n2LhxI1xdXVNtfUQpYfKJMqXatWtDo9Fg/vz5SaaHhYXB1NQUGo0Gt2/fTpX3srKyQnh4OIoWLZoq68soOnbsiFu3bmm7GqQjoqKiMGTIEEycODFV1vfTTz+hb9++753H0tISrVu3ZrKQiCiNzZo1CxYWFhARddqBAweg0Wgwbty4JPO2bNkSHTt2BADs2rULo0aNSte6vq1GjRoIDw+Hvr5+mr3H2LFjUb169STT0iM+ZKymW1I7VvpYrVq1QmhoKDZu3Jiu70uZD5NPlGmVLl36neTTypUrYW1traUaEX291q5dC0tLSzg6OqbK+jZu3IhWrVp9cL4ePXpg6dKlePnyZaq8LxERvatevXp48uQJrl69qk7bu3cvypYti3379qnT4uPjcfDgQbi7u2ujmp8lJiZG21XIdDLrPk/tWOlTdO/eHd7e3un+vpS5MPlEmVaTJk3w5MkTnD59Wp02b9489OrVK8l8jx49QuPGjZE/f36YmprCwcEBGzZsUMsPHTqE7Nmz4+zZswAAEUGjRo3QpEkTiAju37+fpCfVsmXLYGlpiblz58La2hrZs2eHp6cnwsLC0KdPH5ibm6NAgQJJEmOJy7zp7V/Rateujf79+6Nt27bIkSMHLC0tsW7dOly9ehVVq1aFqakpKleunOIvYCKCvHnzYs+ePQCUX1+yZcuGFi1aqPP06dMH3bp1S7ZOnp6eaNeuHb777juYm5sjf/787/yauWfPHtjb28PExAR16tRBQEBASs0DALh8+TJq1aoFMzMz5MqVCxUqVFDrn7j9I0aMQL58+WBhYYEff/wRsbGx6vJBQUHo0KEDChUqhHz58qF9+/Z4+vSpWh4VFYWRI0eiWLFiyJUrF2rWrImLFy+q5XFxcRg6dCgsLCyQN29ejBgx4r31/Vif01YbNmxAhQoVkCtXLuTJkwdNmzbFvXv31PLu3bvD2dlZDdj8/PxgZmaW5Fh9n8GDB6N9+/bqay8vL+jr6+PFixcAgNOnTyN79uyIjo5Ghw4d1OMg0YULF2BkZIQnT54ku/6NGzeifv36SaZ5enqibdu26nGfJ08e/PbbbwgICED9+vVhamqK0qVL4+TJk0mWu379Op49e4ZatWohJiYGffv2hYWFBUxNTWFjY4NZs2ap85YuXRq5c+dWj2siIkp9JUuWhJWVFfbu3atO27t3L8aOHYvz588jPDwcAHD27Fm8fPkSbm5uAJTPw59//lldRqPRYNasWahWrRpMTExgb2+PY8eOqeWf87kcHByMli1bwszMDEWLFsX69euTlB86dAgajQZxcXEA/osvRo0ahYIFC6qJgJs3b6rxYKFChdC3b1+8fv1aXc/z58/Rt29fFClSBKampihZsiT27NmD1atXY9KkSTh58iRMTExgYmKCo0ePvhMfAkpsVbZsWeTIkQNly5bF8uXL1bLE+ZcvX45y5crB1NQUzs7OuHHjRorb/jmx2tvu3LmDunXrIkeOHChVqhQOHjz4zjw7d+5ElSpVkCtXLhQvXhwzZ858p7xs2bJq/DdmzJgkwy54enqiTZs26NOnD/LmzYtmzZoBUGKP2rVrw9zcHNbW1hg1apTaTsCH47zZs2ejWLFiMDU1Rf78+eHp6fnebX2fq1evwsjISD2WDx8+DI1Gg99//12dp1SpUli5ciUAIDw8HN26dYO5uTkKFSqUZL6UJBcrfcx6PnRs+vn5wdXVVW3DhQsXvnPrZIMGDXDixAk8fvz4k/YL0ScRokyoVq1a8tNPP8no0aPF09NTRESOHj0qVlZWcufOHQEgfn5+IiISEBAgGzdulLCwMImJiZFFixaJgYGBXLt2TV3fL7/8IlZWVvLs2TP53//+J0WLFpUXL16IiMi9e/eSrG/p0qWir68vgwcPlsjISLlz547kypVLSpUqJZs2bZK4uDjZsGGDGBgYiL+/v7pMoUKFkmzDmDFjpFq1akm2KWfOnHL48GGJj4+X3377TbJlyyYeHh5y7949iY6OlpYtW4q7u3uK+6Vt27YyaNAgERHZs2eP2NraSs6cOSU2NlZERIoVKybr1q1Ltk5dunQRIyMjWbt2rcTFxcmJEyfEwMBADhw4ICIid+/eFSMjI5k/f77ExMTI8ePHJU+ePGJtbZ1ifVxcXOR///ufxMbGSmxsrFy8eFEeP36sbr+BgYH8/PPPEhUVJT4+PlKkSBGZMGGCiIhERUVJiRIlZPDgwRIeHi5hYWHSqVMncXNzS1LnunXrSkBAgMTGxsqsWbMkb968attNnDhRrK2t5fr16xIVFSU///yzGBgYyJgxY1Ks88f4nLbatWuXXLp0SeLi4uTp06fSuHFjcXZ2VssjIyOlQoUK0rdvX3n9+rWULVtWfvjhh4+u065duyRPnjySkJAgIiIFCxaU4sWLy59//ikiIuPHj5cGDRqIiMj+/fvFxMREwsLC1OV79+4tLVq0SHH9+fPnV4+dRInHzIYNGyQuLk42b94sGo1GateuLVeuXJG4uDgZMGCA2NnZJVlu3Lhx4uXlJSIiCxYsEEdHR3n69KmIiDx69EjOnz+fZP5GjRrJ4MGDP3pfEBHRp+vWrZvUr19fRESePXsmWbNmlYiICKlWrZps375dRJTrd+nSpdVlEuOxRADEwcFB/Pz8JDY2Vr7//nuxsrJSyz/nc7levXpSv359CQkJkZCQEGnUqJEAkIMHD4qIyMGDBwWAGuuMGTNG9PX15X//+59ERkbK69ev5enTp5InTx7x9vaWqKgoefr0qdStW1e6d+8uIiIJCQlSo0YNadiwoTx48EASEhLkzp07cv36dXWdb8ZsIu/Gh3/99ZeYmprKvn37JC4uTvbu3SvZs2eXzZs3J5m/bt268vDhQ4mMjJRWrVpJzZo1U9z2T43V3hYXFyelSpUST09PCQ8Pl4CAAKlUqZIAkHv37omIyIEDByRnzpyyb98+iY+Pl6tXr4qlpaWsWrVKRERu374thoaGsmTJEomNjZWTJ09K3rx5k8R/Xbp0EQMDA1m8eLHExMTI69ev5ebNm5I9e3ZZu3atxMbGyv3798XBweGj4zxfX1/JmjWrXL16VUREwsLC5PDhwynuq49hYWEh27ZtExGRESNGSPHixcXDw0NElO8LGo1GHj16JCIiPXr0kPLly0tAQICEh4eLp6en6Ovry9KlS1Ncf3Kx0ofW86FjMzY2Vuzs7KRHjx7y+vVrCQwMFGdn5yRtmCh79uzquUqUFph8okwpMdgJCAgQU1NTefHihXTo0EHGjx//TjCQHAcHB5k5c2aSaa1atZJy5cpJ9uzZ5eLFi+r05JJPxsbGEhMTo87TvHnzd5JCpqamsmXLFnWZj0k+de3aVX398uVLASBr1qxRp/31119iZmaW4nYtXrxYypYtKyIigwcPljFjxoiDg4McPXpU7t69K3p6evLs2bNk69SlSxdxdXVNsr6KFSvKlClTRERkwoQJ4uTklKR80KBB700+1a5dW7p16ya3b99+p2zMmDGSL18+iYuLU6fNnTtXihYtKiIiGzdulIIFC6rJFBGRwMBAASABAQHy7NkzASA3b95Msl5bW1tZuXKl+veb7RwXFyd58+ZNleTTl7bVhQsXBIC8evVKnXbv3j0xNzeX8uXLS/Xq1dVA+mNERESIsbGxnDt3Tq5evSrW1tbi7e0t3bp1ExGRGjVqiLe3t4goQXaxYsVk4cKFIiLy+vVryZkzp+zYsSPF9RsaGsquXbuSTOvSpYvUqVMnyTQzMzOZNGmS+vrcuXMCQF6+fKlOK1eunPz9998iIrJs2TKxtbWVw4cPJzmn3tShQwc1WUVERGlj/fr1kjVrVomKipL169erMcGYMWNkwIABIqJ8lgwcOFBdJrnk0/Lly9XX165dEwDqD0+f+rmc+Ll/5coVddqVK1c+mHx6O36YPn16kh98RESOHTsmRkZGEhcXJ2fPnhWNRiPBwcHJ1uNjkk/u7u5J9o2IyIABA9SEXuL8byZQ/v77b8maNWuy7yny6bHa244dOyZ6enpJPoO3bduWJHHRpEkTGT58eJLlJkyYIHXr1hUR5cerSpUqJSkfPHjwO8mnt/dv//79pV27dkmmrVq1SooVKyYiH47z7t69K1myZJF169ZJaGhostv3qTp37izfffediIhUqFBBNmzYICYmJhIVFSWLFy8WBwcHERGJj48XY2NjNVElosR6Go3mvcmnt2Olj1nPh47No0ePip6eXpJ4cfv27ckmnwoWLJjk/CNKbbztjjI1S0tLuLq6Ytq0adi6des7txIBwIsXL9CjRw8UKVIEOXLkgJmZGa5fv47g4OAk8w0aNAiXL19G06ZNP3ivdp48eWBoaKi+zp49OwoUKJBknmzZsiEsLOyTtufNdWTPnj3Zae9bp7u7O65du4ZHjx7hn3/+gbu7O9zd3bFnzx78888/cHJygrm5eYrLFyxYMMnrN98vMDAQRYoUSVL+9uu3LVu2DBqNBnXq1IGlpSUGDhyodncGgMKFCycZILRIkSLqrXx+fn548uQJcuXKBTMzM5iZmaFMmTIwNjaGv7+/2s29SpUqarmZmRmCgoIQGBiYbJ319fVhZWWVYn1Xr16tdqk3MTGBv79/ivN+alsdPnwYdevWRYECBZAjRw7UqlULAJIchzY2NmjZsiUuXryIUaNGwcDAIMX3f1vWrFlRvXp1/PPPP++0fVhYGE6dOqWO0aHRaNC1a1csXrwYgHJLoKmpKRo0aJDi+nPnzo3Q0ND37ofE7U5u3yTuizt37uDevXvqLRudOnVCr1698OOPPyJPnjxo2LAhzp8/n2SdoaGhyJ0790fvCyIi+nR169ZFdHQ0jh8/jr1796rX6bp162Lv3r0IDw/HqVOnUK9evfeu581Y4u3PgE/9XE78PH9zmQ/FHgBgbW0NjUajvvbz88P58+eTxAseHh7QaDR4/Pgx7t27h1y5ciFv3rwfXHdKAgICUKxYsSTTbG1t34kl3t4/kZGRSW5F+5D3xWpvCwwMRK5cuZAzZ0512tv7z8/PD7///nuSfTNlyhQ8evQIgHJr3NvjqSb3pOPk1rt58+Yk6+3Tp496W9iH4rwiRYpg3bp1WLp0KaysrFCpUiWsXbs22e1MfOLhm7dFJsfd3R3//PMPQkJC4Ofnh6ZNm6JkyZI4duwY9u7dq8ZJT58+RXR0dJJtypkz5wdjkbdjpY9Zz4eOzaCgIOTOnRumpqbqMik9aZrxEqU1Jp8o0+vTpw8mTZqEhg0bvvNFGACGDx+Omzdv4vDhwwgNDcXLly9RpkyZJE90CQ0NRZcuXdCtWzf8/fff2L59e6rW0dTUNMm92wDw8OHDVH0PQEnGlSxZEsuXL0dgYCCqVKmC+vXrq8mnDwWMH1r324/l/dBjeq2trbFw4UI8ePAAhw4dwt69ezF58mS1PCAgIMmjke/fv6+ObWBhYQFra2u8fPkyyb+oqCi4uLjAwsICAHDlypUk5RERERg+fHiydY6Pj3/vOFUdO3ZEeHi4+u99AfGniImJQePGjdGgQQP4+vri1atXOHz4MAAkOQ537NiBdevWoVu3bujbt2+yyZ73qVevnpp8ql+/vnqcz507F3nz5kWZMmXUeT09PXHu3Dlcv34dixYtgpeXF/T0Uv5IqVChAq5fv/6JW/6uTZs2oVGjRjA2NgagfPEYMmQITp8+jaCgIJQqVUodKyLR1atXUbFixS9+byIiSpm5uTmcnJywd+/eJMknZ2dnBAQEYNWqVdBoNOqPJ5/jUz+XE2OCN5f5UOwB4J3PMwsLC1SvXj1JvBAaGoqoqCgUKlQINjY2ePHiBZ49e/ZR60tO4cKFcefOnSTT7ty5k2qxxOewtLTEixcvksQTb+8/CwsLDB8+PMm+CQsLUz/zCxUqhAcPHiRZ5u3XQPL7vEOHDknW++rVK/VHyA/FeQDQrFkz7N69G8+ePcOPP/6Ijh07wtfX9533TnziYeK/GjVqJLs/3Nzc4Ofnh4ULF6JmzZowMjJC/fr1sWvXLuzbt0+Nk/PmzQtjY+Mk+yo0NFQdRzMlb8dKH7OeDx2bhQoVwvPnz5MkGJPb//fu3cPr168ZL1GaYvKJMr369etj7969mDFjRrLloaGhyJYtG8zNzREbG4tZs2Yl+WAQEXTp0gUlSpTAwoULMX/+fHz77be4e/duqtWxfPnyCAsLw/r165GQkIBDhw599EDSn8rd3R1TpkyBq6sr9PX1UaNGDfj4+CT5RedztG/fHlevXsWiRYsQFxeHU6dOYcWKFe9dZtmyZQgMDISIIEeOHDAwMEjSm+f58+cYN24coqOjcevWLfz666/w8vICoDzKOTY2FqNGjVKDpuDgYHWgUWtrazRv3hz9+vVTP4TDwsKwa9cu9de6Ll26YPr06bh58yaio6Mxbtw4PH/+/LP3weeKiYlBZGQkcuXKBVNTUzx8+DDJAK0AcPfuXXTu3BkLFy7EggULULx4cXTp0iVJcupD3N3dceLECRw/fhx169ZVp02ePPmdxGPBggXRsGFDDBs2DCdOnEDXrl3fu+6WLVumyqDfbz/l7sCBAzh37hxiYmKQJUsWmJiYJOkN5+Pjg2fPnr0zgCcREaU+d3d3LF++HKGhoeqXWENDQ9SoUQPjxo2Di4uL2pvpc3zq53KhQoVQt25dDB06FC9evMCLFy8wcuTIT35fLy8vXLx4EXPnzkVERAREBAEBAdiyZQsAoGLFinBxcYGXl5fa2+revXvw8fEBoCQI/P39ERUVleJ7dO/eHUuWLMGhQ4cQHx+PAwcOYPHixejZs+cn1ze1VKlSBcWLF8egQYPw+vVrBAUFYcKECUnm+f777zFr1izs378fcXFxiIuLw7Vr13DkyBEAQLt27XDp0iWsWLECcXFxOHPmzAfjPwDo27cv/vrrL2zYsAExMTGIj4/H7du3sXv3bgAfjvNu3bqFnTt3Ijw8HAYGBmrvrTdjhE9lYWEBe3t7TJkyRY2J3d3dsWjRIoSHh6NmzZoAlERap06dMHbsWAQFBeH169cYPHhwkt50yXk7VvqY9Xzo2HR2dkaxYsUwdOhQRERE4OHDh5g0adI777179244OzurP84SpQUmnyjT02g0qFu37jtPk0s0YcIEREZGIn/+/LCxscGTJ09QrVo1tXzq1Km4cuUKVq5cCY1Gg/bt26NTp05o1aoVIiMjU6WORYsWxezZszFkyBCYmZlh/vz5apIltbm7uyM0NFT9UDU2Nkb16tWRkJCg/pL0OYoWLYrNmzfjt99+g5mZGUaOHIk+ffq8d5mDBw+icuXKMDExQbly5VC1alUMGzZMLa9SpQpiYmJgaWmJmjVronnz5mqvJVNTU5w8eRL+/v6wt7dHjhw54OLiogZDALBmzRpUqFAB9erVg6mpqZpATEzYDBs2DC1btkStWrVgaWmJmJgYVKlS5bP3wecyMTHBokWLMGHCBJiYmKBhw4Zo3bq1Wh4ZGYlWrVqhS5cuaNu2LfT09LB69WpcunQJU6dOBfDfLYHv4+joCDMzM5QtWxZmZmYAlOTsm8fDm7p3744dO3agbt26KXbhTtSxY0f4+/vj0qVLn7TtbwoMDMTVq1fRsGFDdVpwcDA8PT2RO3du5M2bF4cPH8Zff/2lli9cuBBeXl7IlSvXZ78vERF9HHd3dzx69Aiurq5JerK4ubnh0aNHX9SDGvi8z+VVq1bByMgINjY2cHJyQtu2bT/5fa2srHDy5Ens3bsXxYoVg5mZGerXr4+rV68CUGLJrVu3okCBAupTaz08PNReWW3btkWJEiVQsGBBmJmZJXmCX6LWrVtj+vTp6Nu3L8zMzNC/f3/8/vvvaNmy5SfXN7UYGBhg+/btuHfvHgoUKAA3N7d3hqho3rw5Vq5cidGjRyNfvnzIly8funfvrvYCs7W1xaZNmzBlyhSYmZlh+PDh6Nq1K7JkyfLe965UqRL27t2LhQsXolChQjA3N8c333yj/mD4oTgvJiYGEydORKFChZAjRw4MHjwYK1aseOfWxk/1dpxctWpVJCQkoEaNGkm2acaMGbC3t4e9vT3s7Oxgb2//wcROcrHSh9bzoWMzsQ19fHyQP39+1K1bFx06dACAJPVdtGgRBg8e/EX7huhDNPIpP4sTEWUQY8eOxb59+5IN4ChjWr16NdasWYMdO3Z81vKzZs3CwYMHsWnTpo+aPygoCM7Ozrh48SLy5MnzWe9JREREqWvgwIHw8fFJlR7RX5svjZU+xpYtW9CuXTtERkZCo9Fg06ZNmDlzJg4dOpRm70kEMPlERDqKyafMZ8OGDShcuDCcnZ21XRUiIiL6SH///TecnZ2RK1cuHDx4EC1btsTs2bPx7bffartqmcLJkydhbm6O4sWLw9fXF61bt0bFihWxZMkSbVeNMpmPfxQSERGRFr15qyERERHphpMnT8LLywsREREoWLAgRo8ejc6dO2u7WpnGo0eP0L59ewQHByN37tzw8PDAr7/+qu1qUSbEnk9ERERERERERJRmOOA4ERERERERERGlGSafiIiIiIiIiIgozTD5REREREREREREaSbTDThubGyMvHnzarsaRERElM6ePn2K6OhobVdDpzGOIiIiypy+NI7S6eSTn58funTpgmfPniFnzpxYtmwZypQp895l8ubNi8DAwHSqIREREWUUlpaW2q6CzmMcRURElDl9aRyl07fd9erVCz179oSvry+GDRsGT09PbVeJiIiIiIiIiIjeoLPJp+DgYJw7dw6dOnUCALRq1QoBAQG4ffu2lmtGRERERERERESJdPa2u4CAABQoUAAGBsomaDQaWFlZwd/fH7a2tulen8uPL8NxvmOSacOrDYeeRg+Tjk0CAPSr1A/5sudDbHws4hLiEBEbgZlnZgIAprpNhQYaJEgCBAIRwTbfbTgVeCrZ9+tfuT/yZ88PgSjLiKjLvbmOxPKpx6eqdcpmmA3xEo8ESUB8wr//S3ySv2edmaW+V1aDrBhabSii46Ix5fiUNNh7QBaDLBhbayziEuIQlxCHF1Ev8Pvp31Ocf0T1ETDLYoa4hDjExsciJj5G3c/aNrnuZMQlxCE+IR7xEo+4hDhMPjZZLR9baywM9Q2hgQaAcuxqoMHw/cNT5f1tc9vi9vP/krC/uP2i7KeEWGy4sQHXgq+9d/nh1YYji0GWJMfQx/z/9nGX0v+h0aFYc3VNqmxraptcV2mnxOMqLiEu2eNqdM3R6jYBSHY7AXzUtE9Zx4ILC96py881fsaEoxNS3Kb82fOjZ4WeiI2PxVH/ozgecPy9+2BinYn46cBPyZb9r/b/khy3iRKnpcb0Lbe24ETACbUuideExH+/nvj1vfX/kF4VemH++fnvnadKoSpobNf4vfO8iHwB71PeX1SXtGasb4zoeOW+/L4V+yJ31tx4HfsaM07NSDLfmFpjYKRvhARJSPK5kCAJiIyLVOfv4dQD+bPnx50Xd7D22to0q/dfrf9Cq9Kt0mz9lLYSEhLU69on27wZCA0FPD2BhATg/HkgRw7g6FFAowGuXAGKFQNGjgSOHwcKFQIiI4FSpZKuJ0sW4M4dZV2lSyvTihYFXr5Ult+yBejZE9ixQynLmxfYtUtZ3+jRgKkpsGkT8NNPgLU1ULYsMGECsGABEBenLPPLL0D9+sDixUCHDkDJkkDXrkCvXoCLC/Dnn0BUFNC2LXD4MHD7NjBpklInABg0CPD2BrZuBe7fV5a/eRM4dgyYP1/Z3kGDgKVLgVGjgH79ABMTZd5atYA6dYA9e5RpDx8C1aop9fXwAKZNA4YMSbpPWrZU5rG0BIYNU7bFxgaYMQOYNw/45x+gYkVg7lzg1ClgyRIgWzbg+XPAxweoUgXYvl3ZT7NnK9v/6pWyX0uXVrZ9+nSgaVOl7XLmVNrF21tpv2++AcLDgYEDgSlTlH0UFATkzw+YmSn/undX6l6vHtCmjbJtMTHKPj5yBNDTAwoXBnLnBv74A/DyAm7cALp1A/LkAYYPB/76S2l/AHj0CLh6VTkWbtxQ2uHECSA4GAgMBEqUAE6eBPr0AaZOBfz9gXPnAI3yKaX3zz/KPps7Vzk2ihdXjjdXV2X98fFAQICyHxPt2aMcMytWAJP/jf369gXmzAEuXQIqVVLqY2Wl7MPcuZXtvnNH2Y7du4GQEOUY7dRJ2XdNmijrGTdOqePevcCqVUCNGsq+HDZMae+5c5V1/PGHUqdvvlHKixYFVq5U9k2OHMDYsYCIcrzZ2Cjv1batsn/9/IBFi4ChQ5X5hg1T5s2XT3nv4sWVY3v9euD6daWtPD2V7fbxUc7R+Hhg4kTl+Dh9Gnj8GNi4UdmGqVOBBg2UYyVHDuV1XJzS7k2bKvvHxEQ5VgBg3TrAwEDZFkBpjz59gIgI5Xj8+WflerB/v3IcHjqkrFejAYyN/2uXhw+BAgX+ex0T81951apKmw4frpz7d+4ox5uXl9IWBw4odejeXdmfPXooyz1+DCxcqByfDx4o9alTR2mnqVOV9fz4I/DkiXK9+usv5TiaPRvYtw8oVw6oXl255lhYKH/HxyvHrIWFci0AlPYZMQLYtg3Inl2Z/+ZN5Zrh7AycPatcy/r0Uc6Pxo2VfXj9utL29eopx3+9esCLF4Cd3X9t+PChcp1q2VJp4zZtlOPNzEy5Bri5Kcd8hw7AvXvK+bF2LWBrqxwb69YBFSoArVr91779+yvXDkC5Rv79t3IteLuDSIsWyjV/6VLlWrB793/bnHj+3run1DkoCIiNVa6hc+Yo1ysPD6BmTeW8mjlTqfe33/63/NWrQNasSl0Tj6X27QEnJ+Va17Wrcl1LFBam7DeNRrnuOTgo7/vnn8p7Hz2q7LudO4HBg4GGDZXlRo5U3nvoUOW4PH9emf7990Dz5sp+DQtT9r9GoxzD+vpAwYLKvNOnK+Vz5yrX1zp1lP1ta6tc0x8/Vrb7+nXg2TOlDYYOVfbBmjXKvLGxQK5cyroyOI18doSgXefPn0eHDh1w69YtdVrlypUxZcoU1KlTR53m7e0Nb+//viCEh4fj5cuXqV4fj9Ue2HV7V6qvl4iIKDNxKeyC413fnyT9XJaWlhyv6AultA8TEhLw4MEDREVFfd6KQ0OV5BCgBOVRUcoXAF2UP7/yhRNQvtAnJHza8jlyKF92397+ggWVL4tpJUsWZb8nsrZWvlQnV79Xr9KuHp/r7fp/jqxZlS/bItB/9Qp5Fy1Crn37ks7z9KmS7PruO+WL8JkzwOvXSjLgzQTHm7ZtU5IrySlcWEliAcoXyBcvPq3O5coBly9//PxDhyqJr7fduqUkQJ4+fbesUSMlwXHnjpLA1UVvfuV1dVUSVW8aNEj58p74o9jdu0pS5eLF5NeTJ4+SnMqIvv8e+D3lH/HfYWenJFR69Uq7OqWHv/5S2qxKFeW8BJT2ElGuxW9LbMvVq5Vk79cgjVM7XxpH6WzyKTg4GLa2tnj+/DkMDAwgIihQoACOHTv23p5PaRV4hkSEoNGaRrgafBURsRFoWaolxtYaCyN9IwS/DkbfnX2xpOkSZDHIAgM9AxjqG8JAzwBD9w6FZQ5LtC3TVu0Bk/j/q+hXCAoLwuqrq1EsVzHMOTsHAGCfzx5Lmy2FnkYPeho9df73/b3g/ALsvL0TK5qvgL6ePvQ0etDX/Pt/Mq/PPzyPZuuaQSDY0nYLiuUuBmN9Y+y9uxcDdg3AzIZKj62JRyeif+X+mHl6JvT19JEnWx6YZzXH/nv71X1jpG+E4rmL4/rT6wCA4rmLo3DOwoiIjVB7dq1ovgKl8paCgZ4BDPQMoK/Rx5yzc9RtBgAbMxskSAJi42OxuuVqmBqbqvMb6Blgy80tGLF/BOzM7eAb4gtTI1NY5rBErqy58Dj8MQqYFIB5NnPs9NuJQqaF8CziGV7HvoZbUTcEhAbgzos7MNQzRGRcJADAKqcV/EP9AQDVrarj6eun0NfTx42nNwAATgWccOHRBQBA5UKVcSboDJY3X44yectAX08f+hp9ZVv09HHvxT00WN0ATeya4H+1//dOrxYA2Om3E2MOjUFO45wIjwlHvMTDOqc1HoT+F/jVKVIHXcp1QZctXWCe1Ry9KvRK0jOnWuFqmOMxB6uurMJvp3/DVLepqG5VXd1H91/eh9dWLzyPVAJaQz1DFMlVBM6WzngS/gRG+kaYUGdCkuPwY/7X0+h90jIrr6zE4H8Gq+16/+V9dX9nM8yGfNnz4f7L++p2GegZIKdxThQwLaD23CqXvxxuhdxC2XxlUcu6FlZdWYWouCjYmNnAN8QXWQyyoLh5cRTPXRyrr65GAZMCeBT+CACQzTAbipgVgamxKXIY58CFRxfQqlQreDl6qedm4r+gV0HouKkjEiQBT14/wfLmy1GhQIV3tglAitv7OWUA3pl26fEl1F1RF0XMiqBe0XqIiIvA91W+x6voVxixfwT0NcrxGRodCjtzO+hp9DCj/gxY57SGob4h9DX66L2jN/658w8AoFiuYjDLYoYsBlnwKPwR+lXqB1cbV9x5cQfzzs3DgXsHACi9H/9X+3+ob1tfPW4TJR6/qTU9Ki4K3+38Dr0r9oZLYZckbWGgZ4DwmHAM2DUAB+8fhJ5GDwVNCyLwVSDKW5RHVFwUalnXwg6/HQgKC0ID2wY4E3QGzyKeAQAmuE5AkxJNMHzfcBx+cBgRsRFIzhHPI8hhnCPZskT1V9XHk9fKl8sGtg2w+/bu987fxK4Jtvtuh4GeAbqX744/zv+BaoWr4VTgKbQo1QI2OW0w7eQ05DDOgVfRrzCg8gDo6+lj7tm5yGKQBaHRSm8JY31j1ClSB7tu71KvD4Z6hohNiIWJkQnCY8KR1SArzLKYYbr7dBzzPwafZz74vcHvMNQ3hKGeIWaenomZZ2bCxswGNaxqYKDzQPXzJPFf4ueBnkYPx/yPYfXV1ZhYZyJyGOdAdHw06iyvg5DI5INuRwtHXHp8CYByvfd77gfLHJbIZpgNLyJf4HXsa9QtUhfbfbcDAMyzmiO7UXb4h/qjo31H/FLvFxQ0Lfje/fm5mHz6cintw8ePHyM6OhqFChVK0qPxo735BS+jJjc+lpWV0kvkc2k0Sg8MXd4HOk4ARAEICglBvmnTkiagli4FunRReoe8eqX0Shg58vMSR7pm61agWTNt1+LzJCQo59arV0rPvLe1bav0jkm8fq1bB7Rr9+58ibHL51znKG2ZmSk9r8aP/29aQoLSc3X06HfnnzxZ6YlUs2a6VTHNMfmUdmrXrg1PT094enrir7/+wpQpU3Du3Ln3LsPAk4iIvlTFBRVx/tF5/OjyI36pl8wvyJQhMQb4csntQxHBrVu3YGNjgyyJtzx9qg/EbzrFxka5PY50XjiAh3fuwO7tJESbNsrtOJmNLieG7eyU289mzlR6OSXnzV6LixcrtzG+7eBBoHZtJp90RefOyu2fvr7arkn68PVVbo9NI18aR+nsgOMAMH/+fMyfPx92dnaYMmUKli5dqu0qEREREWUqIsq4dIaGhtquSsaQ+OWVdF4WAPE5ciDhzfGDgMyZeAJ0N/EEKF/KR49WxlVKycecuzNnpl6dKO2tXKntGqQvO7v/buPNgHR2wHEAKFGiBE6ePKntahARERFlWjrciT5tREZquwaUSjQAoNFA2Mvl6zBpkjK4+ZdIHCSbdEdMjLZrkL7u3FHGksuAdLrnExERERHRm/63cCG6T/jvKaDHLl2CplIlHEp8ChGA3pMnY9S8eTh34wbajhjxWe+Tx80N9z9iAPC/jx5F7X8H8v2S90vJsu3bcfON2/y2HT6MH9542E5q8Pj+e9z6wlsJwyMioKlUKXUqRJTWpk5Nuaxr1/SrB325iOTH+PxqZeAfhJh8IiIiIqKvhmuFCkkSTQfPnUOVsmXfmVanUiVULF0a6ydPTre6ve/94uLiPmudy/7+O0nyqWmtWpiR0pg2n2nn77+jhI1Nqq4zNXzuPqNM7GMfBpBZxgjKDIKDtV0D+pdO33ZHRERERPQmZ3t7PHz6FIFPnsAyf34cOn8eo7t3xy8rVgAAHj17Bv8nT1DV3h6Hzp/HwOnTcWnNGtx/+BCOHTvi+3bt8PexYwgND8fMIUPgUa0aAKVH0bDZs2FoYIAGVaum+P6xcXH4fto07D1zBrlMTVHD0VEtS+79erVsib2nT+NbDw+0c3fHgOnTcf/hQ0RGR6NZrVqY0KcPAMDn3j0M9PbGo2fKEzz7fvMNDPT1cc7HBz/MmIGxCxZgUr9+CH7+HFsOH8aWf28v+nXlSizbvh16enpwsLXF3OHDkdPEBGMXLIDPvXuIiIrCnaAgWJib468pU5A7mSeB2TRtii2//grHEiVQu1cvVCxVCqevX8fDp09Rr0oV/JFCb675mzZh2qpVMMmaFS1dXZOUnb1+HcNmz8ar168RHx+PkV5eaO3mpi43ffVqmGTNiha1a2P0/PmQs2cBAJpKlTC6e3fsPH4ctStUwOju3TFoxgxc9vNDVEwMnMuWxeyhQ2FkaIjHz54luz8TEhIwYNo07D97FkaGhjDQ18fxRYuQ5e2xnejrExqq7RoQpa3jx4G3rrcZBZNPRERERJR6mjZVxpz4FB87TpKlJfCBW8qMDA3h4uCAg+fPo42bG+49fAiPatUwYNo0REVH4+C5c6hqb59soiE0PBwOxYvjf716YfeJE/h++nR4VKuG4OfP4TV+PI4uWIDSRYtiwaZNCEnhS+yCTZtw68EDXF+/HgBQv3//FOsaGh6OMkWLYuq/89Tv3x8jPT1Rq0IFxMXFofEPP2DDvn1oUbs2mg0Zgv/17In29esDAJ69fIk8ZmZYtWsXBrZvj+a1awNQbsNLtOv4cSzZtg0nlyyBmakpek6ciOGzZ2Pe8OEAgNPXr+P8ihUwNzNDu5EjMX/TJozw8nrv/gWAO0FBODhvHmLj4lC6bVucvHIFVR0cksxz7fZtjJk/HxdXr0aBPHkwcs4ctexlWBh6TpqEnb//jgJ58uDZy5dw6tQJLg4OePHqFcYuWICLq1bBIk8ejJk//53319fTw9l/k4k9J05EjfLlsfDnnyEi6DFxIn5ftw4/du6MLv/7X7L707ZwYew/exbX16+Hnp4eQsPDYcQB8zMHjt9FX7tRo4Cff9Z2LZLF5BMRERERfVVcK1bEofPnYW1hgcplygAAnMuWxcmrV3Ho/Hm4VqiQ7HJZjI3VHjpVHRxwJygIAHDq6lU42NqidNGiAIBuzZqhfwoDF+8/exbfNmqkJjO6Nm2KxVu3JjuvoYEBOjVsCAB4HRmJ/WfP4klIiFoeHhmJWw8e4NaDB4iKjlYTTwCQx8zsg/th35kzaFuvHsxMTQEAfb75Bq3/TTwBQIOqVWH+73qq2tvj6kcmDdvWqwcDAwMYGBjA0c4OdwID30k+HTh3Dg1dXFAgTx7lvVu1wuRlywAAJ65cwd2gIDQcMCDJMrcePMC1O3fQoGpVWPy7XI/mzTFu0aIk83Vt2lT9e8vhwzh59Sq8V68GAERGR0NfT++9+9Pd2Rlx8fHoOm4cXCtWRKPq1aGnx9FIiIjSEpNPRERERJR6tm379GXOnUvVKrhWqIDFW7fCysICtf9NNNVycsLBc+dw8Px5LBszJtnljA0Nofm3Z4S+nh7iU3gsu+YTek+8b85sWbKoSY/EpwaeWrr0nV5Z1z+1J9lH1iWLkZH6t76+/kePoZRkOT09xL3v8fWJ7/3GPhMRlClaFCeWLHlnvmtvbWty+9okW7Yk69o4dSrsrK2TzBP+7yDDye1PALi2bh0OX7iAg+fOYcScOTiyYAFsM+gTooiIvgZM8RMRERHRV6VSmTIIfvECq3fvTpJ8Wrd3Lx49e6b2hvpYVR0ccOX2bXVg7yXbtiEmNjbZed0qV8aqXbsQGxeHmNhYLH3jNrj3McmWDa4VKmDK8uXqtMSxq0pYWyNblixYu2ePWvbs5UsAQI7s2REaHp5iXf7ctw+v/i2fv3kz3KtU+aj6fKk6FSti98mTePzvGFV/bNqklrk4OODew4fYd/q0Ou3SrVuIiY2Fa8WK2HPqFIKfPweAFHuNJWpeqxamrlihJs5evHqF2wEB792fT1+8wOvISLg7O2NSv36wKVAAN+7eTbVtpwzs3953RJT+mHwiIiIioq+KoYEBqpcrh7DXr1Hy36e02VlbI+z1a1QvVw6GBp/W+T9vrlxYMmoUWvz4I8p16AC/gACYJzMwNwD0aNECxQsXRuk2bVC9e3c42tl99PusHj8etwMCULZtW9i3a4eWQ4ciJDQUBgYG2DptGpZu3w77du1QrkMHbDxwAADQs0ULTFq6FI4dOmDn8eNJ1tewWjV4NWmCql27wr5dO7wKD8fk7777pG3/XGVtbTG2Z0/U6NkT5Tt2hPEbYyrlypEDO377DZOWLUO5Dh1Quk0bDJ89GwkJCbC3tcXPXbuiWvfucOrUCVExMchpYpLi+8wYNAhZjY3h2LEjHNq3R92+fXH/4UMAKe/PgCdPUO+77+DQvj3Ktm2LssWKoeG/A8sTEVHa0EhiH99MwtLSEoGBgdquBhER6bCKCyri/KPz+NHlR/xS7xdtV4c+EmOAL5fcPoyPj4evry/s7Oygr6//eStO5dvuSLeFvX4N0+zZAQC/r12L3SdPYtfMmelej3gAvs+ewa5FC+hHRaX7+xMRfZY0SvF8aRzFnk9EREREOszd3R0ODg5wdHREjRo1cPHiRQCAn58fXFxcYGdnh0qVKuH69evqMu8rI9K24bNnw7FDB5Rp0wZ/HzuGOUOHartKRET0hTjgOBEREZEO+/PPP2H27xPLNm/eDE9PT1y+fBm9evVCz5494enpib/++guenp44e/YsALy3jEjb5gwbpu0qEBFRKmPPJyIiIiIdlph4AoDQ0FBoNBoEBwfj3Llz6NSpEwCgVatWCAgIwO3bt99bRkRERJQW2POJiIiISMd9++23OHjwIABg586dCAgIQIECBWDw78DaGo0GVlZW8Pf3R86cOVMss7W1/eT31mg0AJRH3hN9TQQARKBJSNB2VYiIdB6TT0RERJ+JX7Ypo1ixYgUAYPny5Rg2bBjGjx+fKuv19vaGt7e3+jo8PPydefT09GBoaIiQkBCYm5urySgiXRYL4ElEBLLcvAm9mBhtV4eISOcx+URERPSJ+OWaMqouXbqgd+/esLS0xKNHjxAXFwcDAwOICPz9/WFlZYUcOXKkWPa2QYMGYdCgQeprS0vLZN83sefU8+fPP6/iz5593nJEaUEEmuhomO3YgXwrV2q7NkREXwUmn4iIiIh01MuXLxEREYGCBQsCALZs2QJzc3Pky5cPTk5OWLVqFTw9PbFx40ZYWlqqt9W9r+xzGBkZwdbWFgkJCZ/XI9DJ6bPfmyi1af5NPvFnBiKi1MPkExEREZGOCg0NRevWrREZGQk9PT3kzZsXf//9NzQaDebPnw9PT09MmjQJOXLkwNKlS9Xl3lf2JfT0PvNZNlFRqfL+RERElDEx+URERESko6ytrXHmzJlky0qUKIGTJ09+chkRERFRavvMn6c+3syZM1G2bFnY29vDwcEBq1atUsuWLVuGnDlzwtHREY6OjnB1dU2y7IQJE1CsWDEUK1YMP/3000eXERERERERERFRxpDmPZ/KlCmD48ePI2fOnAgICED58uVRtWpVFCtWDADg6uqKLVu2vLPckSNHsHbtWly5cgUGBgaoVq0aXFxc0KhRo/eWERERERERERFRxpHmPZ/q1q2LnDlzAgAKFy4MCwsLBAQEfHC59evXo3PnzsiePTuMjY3RtWtXrF279oNlRERERERERESUcaR58ulN+/btw4sXL1CpUiV12rFjx+Do6AgXFxds2LBBne7v7w9ra2v1tY2NDfz9/T9YRkREREREREREGccX33ZXtWpV+Pn5JVt28eJFFC5cGABw9epVeHl5Yf369ciePTsAoHHjxmjTpg2yZcsGHx8fuLu7o3DhwnB2dv7Saqm8vb3h7e2tvg4PD0+1dRMRERERERER0ft9cfLpY56UcuPGDTRu3BhLlixB9erV1el58uRR/y5VqhQ8PDxw/PhxODs7w8rKCg8ePFDL79+/DysrKwB4b9nbBg0ahEGDBqmvLS0tP37jiIiIiIiIiIjoi6T5bXc+Pj7w8PDAggULUK9evSRlQUFB6t9PnjzBgQMHUL58eQBA69atsXLlSrx+/RrR0dFYsmQJ2rVr98EyIiIiIiIiIiLKONI8+TRgwACEhoZi2LBhcHR0hKOjI/bs2QMAmDNnDsqUKQNHR0fUq1cPP/zwA+rUqQMAqF27Ntq2bQt7e3uUKlUK9erVQ+PGjT9YRkREREREREREGYdGRETblUhPlpaWCAwM1HY1iIhIh1VaWAnnHp7DkKpD8Kv7r9quDn0kxgBfLs32oUaT+uskIiLKjNIoxfOlMUC6Pu2OiIiIiIiIiIgyFyafiIiIiIiIiIgozTD5REREREREREREaYbJJyIios8kyFTDJhIRERERfRYmn4iIiIiIiIiIKM0w+URERPSJNOCTuYiIiIiIPhaTT0RERERERERElGaYfCIiIiIiIiIiojTD5BMREREREREREaUZJp+IiIiIiIiIiCjNMPlERERERERERERphsknIiIiIiIiIiJKM0w+EREREemoqKgoNG/eHHZ2dihXrhzq1auH27dvAwCCg4PRoEEDFC9eHGXLlsWRI0fU5d5XRkRERJTamHwiIiIi0mE9e/bErVu3cPnyZTRr1gzdu3cHAAwfPhzOzs7w8/PD0qVL0aFDB8TGxn6wjIiIiCi1MflEREREpKOyZMkCDw8PaDQaAICzszPu378PAPjzzz/Ru3dvAEClSpVQsGBBHD58+INlRERERKmNySciIiKir8Tvv/+OZs2aISQkBLGxsbCwsFDLbGxs4O/v/94yIiIiorRgoO0KEBEREdGXmzRpEm7fvo39+/cjMjIyVdbp7e0Nb29v9XV4eHiqrJeIiIgyF/Z8IiIiItJx06ZNw6ZNm7Br1y5ky5YN5ubmMDAwwOPHj9V57t+/Dysrq/eWvW3QoEEIDAxU/5mYmKTL9hAREdHXJc2TT2PHjkXevHnh6OgIR0dHdOzYUS1LSEhA//79UaxYMdja2mL27NlfXEZERESUmXh7e2Pt2rXYu3cvzMzM1OmtW7fGH3/8AQA4e/YsgoKCUKtWrQ+WEREREaW2dLntrmPHjvjtt9/emb5q1SrcuHEDvr6+CA0NRfny5eHq6ooyZcp8dhkRERFRZhEYGIjBgwejaNGicHV1BQAYGxvj9OnTmDp1Kjp37ozixYvDyMgIq1atgqGhIQC8t4yIiIgotWl1zKf169ejR48e0NfXR+7cudG2bVusXbsWEyZM+OwyIiIioszC0tISIpJsWf78+fHPP/98chkRERFRakuXMZ82bNiAcuXKoU6dOjh48KA63d/fH9bW1urrN5+08rllRERE6SWlL/1ERERERPSfL+75VLVqVfj5+SVbdvHiRfTu3Rs//fQTDA0Ncfz4cbRo0QJnz55NkjxKS3xKCxERERERERGR9nxxz6eTJ0/i2bNnyf4rXLgwLCws1DEEqlWrhvLly+PcuXMAACsrKzx48EBd15tPWvncsrfxKS1ERJTaNBqNtqtARERERKQz0vy2u8DAQPVvPz8/XLp0Cfb29gCUJ60sXLgQ8fHxeP78OdavX4+2bdt+URkREREREREREWUcaT7g+E8//YTz58/DwMAA+vr6mDNnDuzs7AAAnTt3xtmzZ1G8eHFoNBoMGjRITUx9bhkREREREREREWUcaZ58Wr58eYplicmo1CwjIiIiIiIiIqKMI12edkdERERERERERJkTk09ERERERERERJRmmHwiIiIiIiIiIqI0w+QTERERERERERGlGSafiIiIiIiIiIgozTD5REREREREREREaYbJJyIiIiIiIiIiSjNMPhERERERERERUZph8omIiIiIiIiIiNIMk09ERERERERERJRmmHwiIiIiIiIiIqI0w+QTERERERERERGlGSafiIiIPpNAtF0FIiIiIqIMj8knIiKiT6SBRttVICIiIiLSGUw+EREREemwAQMGwMbGBhqNBpcuXVKn+/n5wcXFBXZ2dqhUqRKuX7/+UWVEREREqY3JJyIiIiId9s033+DYsWOwtrZOMr1Xr17o2bMnfH19MWzYMHh6en5UGREREVFqY/KJiIiISIfVrFkTlpaWSaYFBwfj3Llz6NSpEwCgVatWCAgIwO3bt99bRkRERJQW0jz51K9fPzg6Oqr/smTJgpkzZwIAli1bhpw5c6plrq6uSZadMGECihUrhmLFiuGnn3766DIiIiKizCwgIAAFChSAgYEBAECj0cDKygr+/v7vLSMiIiJKCwZp/QZz5sxR/378+DGKFCmCNm3aqNNcXV2xZcuWd5Y7cuQI1q5diytXrsDAwADVqlWDi4sLGjVq9N4yIiIiIkod3t7e8Pb2Vl+Hh4drsTZERESkq9L1trvly5ejfv36sLCw+OC869evR+fOnZE9e3YYGxuja9euWLt27QfLiIiIiDK7woUL49GjR4iLiwMAiAj8/f1hZWX13rK3DRo0CIGBgeo/ExOTdN0OIiIi+jqka/JpyZIl6NatW5Jpx44dg6OjI1xcXLBhwwZ1ur+/f5KBM21sbNTu4O8rIyIiIsrs8uXLBycnJ6xatQoAsHHjRlhaWsLW1va9ZURERERp4Ytvu6tatSr8/PySLbt48SIKFy4MADh69CjCwsLg4eGhljdu3Bht2rRBtmzZ4OPjA3d3dxQuXBjOzs5fWi0Vu4sTERHR16xXr17YsWMHHj9+jPr168PU1BS3b9/G/Pnz4enpiUmTJiFHjhxYunSpusz7yoiIiIhS2xcnn06ePPlR8y1evBhdunSBvr6+Oi1Pnjzq36VKlYKHhweOHz8OZ2dnWFlZ4cGDB2r5/fv31e7g7yt726BBgzBo0CD19dtPgyEiIiLSZfPnz092eokSJVKM095XRkRERJTa0uW2u1evXuGvv/5C165dk0wPCgpS/37y5AkOHDiA8uXLAwBat26NlStX4vXr14iOjsaSJUvQrl27D5YREREREREREVHGkeZPuwOAdevWoUKFCihevHiS6XPmzMHWrVthaGiIhIQE/PDDD6hTpw4AoHbt2mjbti3s7e0BAG3btkXjxo0/WEZERERERERERBmHRkRE25VIT5aWlggMDNR2NYiISIc5L3LG6aDT+MH5B3jX9/7wApQhMAb4cmm2DzWa1F8nERFRZpRGKZ4vjQHS9Wl3RERERERERESUuTD5REREREREREREaSZdxnzSJQkJCchkdyJSBqDRaKCnx1wwERERERERfX2YfPpXTEwM/P39ERsbq+2qUCZlaGgIKysrGBkZabsqRERERERERKmGyad/+fv7w9TUFObm5tBw0EtKZyKCkJAQ+Pv7w9bWVtvVIaKPxJ6yREREREQfxuQTlFvtYmNjYW5uDgMD7hLSDnNzczx//hwJCQm8BY8og+OPFEREREREH4/fcPHfL9f8MkHalHj8sScFERERERERfU2YfMqgbGxskC9fviRjUB08eBAajQYDBw78onV7eHjg1q1bX1jD9HPu3Dm0bdv2s5bNkycP7t+/n7oV+kIVK1bEoUOHtF0NIiIiIiIionTB5FMGZmVlhW3btqmvFy9ejIoVK37xenfu3IkSJUp88XrSS8WKFbF+/XptV4OIiIiIiIiIPgOTTxmYl5cXlixZAgAIDQ3FqVOn0KBBA7X86tWrqF69OpycnFC6dGlMmDBBLevRowe+++47AMDz589RrFgxHDlyBIDSq+rSpUsAgNq1a2Pw4MGoWbMmrKysMGrUKOzcuRPVq1eHjY0NvL291XW+uRyQtAfPp6znTS4uLjhx4gQAYOjQoShUqJBaVrRoUfj7++PQoUNwdHQEANy/fx9mZmYYM2YMKlSoAFtbW+zcuVNdZtu2bShVqhQcHBwwdOjQFPftqVOnUKFCBTg6OqJs2bKYN28eAMDT0xNdu3aFi4sL7Ozs0KVLF0RGRgIAwsLC0KNHD1SuXBkODg7o2bMnYmJiAACPHz9GmzZtULlyZdjb2+Pnn39W3+vEiRPq+3h5eSEuLi7FehERERERERF9bZh8ysCqVauG+/fv4+HDh1i7di1at24NfX19tdzGxgb79+/HhQsXcP78eWzcuBGnTp0CAMyaNQvHjh3Dhg0b0KVLF3Tv3h01a9ZM9n0ePHiAgwcP4vLly5g5cyZ27tyJo0eP4vjx4xg9ejRevnz5UfX9nPW4ublh3759AIADBw7A0tISN27cwJ07d2BgYAArK6t3lgkNDYWDgwPOnz+P2bNn44cffgAABAcHw8vLCxs3bsSVK1dga2uLkJCQZOs6efJkDBkyBJcuXcK1a9fQrl07tez06dPYs2cPfHx88Pz5c8yYMQMAMHjwYNSoUQNnzpzB5cuXkZCQgN9//x0A0KVLF/Tr1w9nzpzBxYsXce7cOWzYsAExMTFo27Ytpk2bhmvXrqF9+/a4fPnyR+1PIiIiIiIioq8BH+2WjKZrm+LOiztpsu5iuYphW/ttH57xX507d8ayZcuwZcsWrF69GqtXr1bLIiMj0bdvX1y6dAl6enoICAjApUuX4OzsjCxZsmDDhg2oWLEiqlatiuHDh6f4Ht988w309fWRK1cuFC1aFI0bN4ZGo0GhQoWQN29e3L9/X+159D6fsx43Nzf8/PPP6Nu3LwwMDNC6dWvs27cPxsbGqFu3brLvkyVLFrRs2RIAULVqVdy5o7TVqVOn4ODggNKlSwMAunXrhv79+ye7DldXV4wfPx5+fn6oU6cOqlevrpa1adMGpqam6jpmzpyJkSNHYsuWLTh58qTaiysyMhL6+vp4/fo19u/fjydPnqjrCA8Px61bt3Dz5k0YGBjAzc0NAODu7o6iRYt+cF8SERERERERfS2YfMrgvv32Wzg5OcHOzg7FixdPUjZy5EjkyZMHFy9ehIGBAVq2bImoqCi1/NatW8iePTuCg4MRExMDY2PjZN8jS5Ys6t/6+vrvvE68TczAwADx8fFq2Zvv9SnreVPVqlVx7do1bN26FXXq1IGbmxtGjRoFY2PjFAcZNzY2Vp8Mp6+vn6ROb3rf0wsHDhyIZs2aYd++fRg5ciTKli2LuXPnvnc9IoKNGzfCzs4uSXl4eDgAJfn15jYDwJUrVz6pXkRERERERERfGyafkvEpPZPSWsGCBTF58mSULFnynbIXL16gVKlSMDAwwK1bt7B371711jp/f3/07dsX+/btw+zZszFw4EB1XKPPZWtri9OnT6NChQo4c+ZMqjwxz9DQEM7Ozhg/fjyWLFkCBwcH3LhxA6GhoZg/f/4nratq1arw8vLCzZs3UbJkSSxZskQdk+ltt27dQokSJdCjRw8ULlwYI0eOVMv++usvDB48GFmzZsXSpUvVXkvNmzfH1KlTMX/+fBgYGODFixcICQmBra0tXF1dMWXKFIwdOxYA8PDhQyQkJKBkyZKIi4vDwYMH4erqin379qk9tYiIiIiIiIgyA475pAO8vLxQtWrVd6b//PPPWLp0KRwcHDB8+HDUqVMHABAXF4d27dph/PjxKF26NGbMmIEzZ8588RPjJkyYgDlz5qBcuXJYsmQJypQp80XrS+Tm5obg4GBUq1YNGo0GlStXhpWVFXLnzv1J68mbNy+WLFmCFi1aoFy5cvDz84O5uXmy886ePRtlypRB+fLl8fPPP2P69OlqWaVKlVC/fn2UKlUKZmZmGDhwIABgxowZyJo1KxwdHeHg4IC6devi/v37AIDVq1fj9u3bKFu2LOzt7dGyZUuEhITAyMgI69evxw8//AB7e3usWbMG5cqV+6z9RERERERERKSLNCIi2q5EerK0tERgYGCSafHx8fD19YWdnV2SAb0p8/H09ISjo6OacEpPPA6JdEfVxVVxKvAUBlYZiBkNZmi7OvSRkosB6NOk2T7kLelERESpI41SPF8aA7DnExERERFpl42NtmtAREREaYhjPhG9YdmyZdquAhERERERZVQ2NsC/Q28Q0cdLlZ5PO3bsQIUKFWBsbPzO7UoJCQno378/ihUrBltbW8yePTtNy4iIiIjow/z8/ODi4gI7OztUqlQJ169f13aViHSLl9fHzdegQdrWg9LXvXvargGRTkqV5FPx4sWxZMkS/Pjjj++UrVq1Cjdu3ICvry/OnDmDX3/9VQ1u0qKMiIiIiD6sV69e6NmzJ3x9fTFs2DB4enpqu0pflwcPtF0DSmuTJn3cfK1bp209KP2k8DAjygCKFNF2DegDUiX5ZGdnh3LlysHA4N27+NavX48ePXpAX18fuXPnRtu2bbF27do0K/scmn8HucxkY69TBpN4/Gk46CoREaWx4OBgnDt3Dp06dQIAtGrVCgEBAbh9+7Z2KuThoZ33TUuFC2u7BpTWsmb9uPm6dk3betCHpdbQGrVqpc56MhJ7e23XIHUYGWm7BhlDnjzarkGK0nzAcX9/f1hbW6uvbWxs4O/vn2Zln0NPTw+GhoYICQlBXFwc4uPj+Y//0vVfXFwcQkJCYGhoCD09PgeAiIjSVkBAAAoUKKD+cKjRaGBlZfVF8dQXmThRO++ra0qWTLt1nz6ddut+W0b6cmRq+mnzW1kp/2/fDuTMCUyYkPp1+hTZsmn3/dPS9u2pty5HR8DO7svXk7i/f/jhy9f1KdIigdmqlfJ/797vny8jna/vU6FC8tODgpKfPn36p5//GVnx4sDVq0AGfqrvRw04XrVqVfj5+SVbdvHiRRTOwL/seHt7w9vbW30dHh6e7HyJAdfz58/Tq2pESRgaGsIqMaAhogxtuvt0tNnQBv0q99N2VYjS1MfGUV/MzAxo1w5Ytw44e1b5Uv++L4p16gAHDqRNXT7VwIHAb7/997pwYaBbN+XvNm2AP/9MeVlvb2DQoKTTWrYE5swBPD2BPXsAExPlsdkrVwItWgAHDyrb/6Y6dYDq1YFx4z5cXwcH4MoV5e8ffwSaNweqVgXe7Hm9f7+yzmPHgBo1gMmTgREjlLIVK4Bvv1XqtWwZ8M03/y3XpInSbtOnK0ma1q2BS5eABQuU7Tl6FFiyRBkrads24NGjD3/x/Rjm5sD69UDHjkClSsr7jBmj1H/TJmWevXuBevWUv42MlO3u0QMoXRqYNg2YMQPInx/Q11fa7eBBwNkZmD8/6X6pUgUICfkvCTVypJKQaNpUSQ4WKQK8+b2pYkXl/6AgoFAhwNIy5S+HGk3Kj0gvVCj5L9GvXydtu5RcugTcugW0bftuWa5cwPnzQNGiyushQ5Tz0dERePECyJtXmR4XB9y+nTQJum+fsv0uLh+uw5vy5gWePlWOpRUr3i0fNAho3Fj59/ffya+jVCnAxyfptI4dlbrPmwfs3KlMy58fKFcOWLUK6N9fSXa7uSllNWooxwugHOPlygEGBsC5c8r16O2BxX/99b//N24EEhP2K1cCnTv/N1/TpkBsLLBrl/La21s5pj4nofbDD8r7jRgB1K8P3L37X5m1ddJbfD08lISoublybdq8Oem6atZUtnf+fOX4j4hQ2q9iReXYBoBhw4CpU5W/589XztetW/+7fTRbNiA8HNDTUxIez58D+fK92xZNmqReAjG5a6WFhXL+jR6t/D1tmtLux48rbX7qFFC+PFCwoHLNc3AA+vZVzk8bG2V9gwYBhw4B7dsDjx8rSb4lS5T16+sr2/nHH0mTjYnX4ZcvlePo9u2kx4m5OVCmjJIMq1lTuT337FmlbPx45ZrZqhVw44Zyzn3/vXI+dOjw3zoSrxN58gDPnv03vVkzoFEj5bz/4Qdle+/cAaKigFmzUmdfpyGNpOK9ZmPHjsXLly/x2xsfwI0aNULnzp3Rrl07AMDQoUNhZGSECRMmpEnZh1haWiLwPdnAhIQE3n5H6U6j0bDHExFRGvtQDJCZBAcHw9bWFs+fP4eBgQFEBAUKFMCxY8dga2ub4nLch0RERJnTl8YAH9Xz6Uu0bt0aCxcuROvWrREaGor169fj73+z12lR9qWYACAiIqKvXb58+eDk5IRVq1bB09MTGzduhKWl5XsTT0RERESfK1WST/v370eXLl3w6tUriAj++usvzJ07F02bNkXnzp1x9uxZFC9eHBqNBoMGDYL9v4OapUUZEREREX3Y/Pnz4enpiUmTJiFHjhxYunSptqtEREREX6lUve1OF7C7OBERUebEGODLcR8SERFlTl8aA2S65JOxsTHyJg6al8rCw8NhYmKSJuumtMW2011sO93FttNdutp2T58+RXR0tLarodMYR1Fy2Ha6i22nu9h2uktX2+5L46hMl3xKS/w1UHex7XQX2053se10F9uO0gKPK93FttNdbDvdxbbTXZm17Ti6NhERERERERERpRkmn4iIiIiIiIiIKM0w+ZSKBg0apO0q0Gdi2+kutp3uYtvpLrYdpQUeV7qLbae72Ha6i22nuzJr23HMJyIiIiIiIiIiSjPs+URERERERERERGmGySciIiIiIiIiIkozTD4REREREREREVGaYfKJVNeuXUNYWBgAICEhQcu1oU/BttNdx44dw61bt7RdDfoM+/fvx5kzZ7RdDfpEPOcorfCzWHex7XQXr+m6i3GUbvqSc84gletCOkREoNFosGnTJvz8888wNzeHiGDFihUoWrSotqtH78G2031Hjx5F9+7dkT9/fsTGxqJfv35o0aIFsmfPru2q0QdcuHABHTp0QL58+WBgYIC6deuib9++yJUrl7arRu/Bc45SGz+LdRfbTvfxmq67GEfpptQ459jzKRPTaDRISEjAsmXLMH78eBw9ehTlypXDhAkTcOTIEW1Xj96Dbaf7Vq5cicGDB+PIkSPo168f/vnnH8yfP1/b1aKPsH79evTs2RNHjhzBuHHj4OPjg0mTJmm7WvQBPOcotfGzWHex7XQfr+m6i3GUbkqNc47Jp0zm2bNn8PHxQXR0NADg8uXL0NPTQ7ly5QAAo0ePRvbs2bFv3z7ExMRos6r0Frad7nr69Cl27tyJ58+fA1C69IeGhsLAQOl82rJlSzRo0ABbtmxBeHi4NqtKb3n69CnWrFmDwMBAiAgA4NGjR2o7OTs7o2fPnli/fj1CQ0O1WVV6A885Siv8LNZdbDvdxWu67mIcpZvS6pxj8ikTEBGEhYVh8ODBsLe3x9ChQ9G2bVsAQOHChXH9+nV13vz586Ny5cp4+PAhrly5oq0q07/YdrotNjYW48ePh729PebOnYuOHTvi4MGD0Gg0yJo1KzQaDWJjY5EtWzY4OzvDwsICf/75p7arTVA+ZL29veHg4ID169ejT58+WLRoEQDAxsYG8fHxiIiIgIGBAapWrYry5ctj7ty5Wq418ZyjtMDPYt3FttNtvKbrLsZRuimtzzkmnzIBjUYDHx8fXL58Gf7+/ti+fTuio6MxcuRI5MmTB46OjvD29lbnr1atGvz9/XnPdAbAttNtjx49wt69e3H37l38/fffqF27NqZNmwZ/f39UqlQJR48exYMHDwAAuXPnho2NDSIjI7VcawKAkJAQ7NixA1euXMHWrVvRpUsXzJ8/H5cvX0aVKlVw//59nD9/HoDy5cbV1RXBwcFarjXxnKO0wM9i3cW20228pusuxlG6Ka3POSafMonz58+jZMmS0Gg0AIDBgwcjMDAQu3btwoQJE7Bx40b4+fkBAIoWLYpHjx7h6dOn2qwy/Yttp7siIiKgp6eHx48fAwC6dOkCW1tbzJ49G507d8bTp09x8OBBAICZmRn8/PyQM2dOAFC7JpN2ZM2aFSEhIQgICAAAtGjRAm5ubhg3bhwaNmyILFmyYNeuXYiPj4eRkRFu374NW1tbAGw7beI5R2mFn8W6i22nu3hN112Mo3RTWp9zfNrdVyw+Ph56enrQaDQwNDTEjRs31Ps0a9asiQMHDuDQoUNo2LAh2rRpg5EjR6Jhw4bw9fVFwYIFUbZsWS1vQebFttNd8fHx0NfXB6D86lOgQAE8fvwYRYsWRf78+dG4cWNMmjQJ8fHx6NGjB2bNmgVfX18YGRkhICAApUqVAgA1SKa0lfjEIyBp2z18+BAVK1bEzZs34eTkBH19fXTr1g2NGjVCUFAQ+vfvj++//x49e/ZE3rx5ceTIETRr1gwA2y698ZyjtMLPYt3FttNdvKbrFsZRui89zzn2fPpK/Pbbb+jYsSPWr1+PkJAQAIC+vr56EHh5eeHChQvqEzyMjIxQsmRJ+Pr6AlAGWfTy8sL27dvx+vVrLFmyBLlz59bOxmQybDvdNWfOHNSqVQtTp07FqVOnAEC9eL9+/RouLi6IjY3F2bNn8erVK2g0GuTPnx958uRBQEAAmjZtit9//x1GRkYICwvDli1bUKFCBW1uUqbxxx9/oEKFChg2bBi2b98O4L+2e/LkCezs7JArVy5cvXpV/fXHzMwMFSpUwPnz51G2bFksW7YM5cuXR3R0NHbu3Il69eppbXsyC55zlFb4Way72Ha6i9d03cU4Sjdp/ZwT0mnR0dEyYMAA8fDwkGXLlkmzZs3Ey8tL4uLiRETEzc1NDh06JCIigwYNksaNG0tISIiIiNy8eVPs7e0lJiZGXV9sbGz6b0QmxbbTbb/99pu4urrK33//LZMmTRIrKysJCwsTEZFevXrJihUrRERk2bJl0rFjR9m2bZuIiERGRkqFChXk0aNH6roSEhLSfwMysWXLlkn16tXl0KFDsnz5csmXL5/4+PiIiMi4cePkjz/+EBGRXbt2iZeXl8yePVtd1tXVVW7duqWVemd2POcoLfCzWHex7XQbr+m6i3GUbsoI5xyTTzoqscGfP38uxYsXl1evXomIiK+vr9SrV0+mTZsmIiIPHjxQl3n16pV4eHiIl5eXrFy5UmrUqCGTJk1K/8pncmw73fTy5Us1aI2JiZHq1avLuXPn1HJ3d3fp27eviChtmygqKkp+++03sbe3l99//13q1q0rXbp0Udud0l50dLT6d2xsrHTu3Fk2b96sTuvatav07NlToqKiJCIiIsm827ZtE0tLS5k4caK4ublJs2bN5OnTp+lZ/UyL5xylJX4W6y62nW7iNV13MY7STRnxnGPySYfcunVLpkyZIvHx8SIiEh8fL8+fP5fmzZvLnj171PnWrl0rJUuWTHYdd+7ckXnz5kmLFi1k4cKF6VJvYtvpstu3b0ufPn3EwcFBzp49q/6i2qhRIzXAFRE5d+6cFC5cWIKDg5Ndz44dO+SHH36Q+fPnp0u9Sfki0rdvX2nWrJmsWLFCgoKCRESkSZMmMnToUHW+a9euSdWqVeX06dPJrufYsWMyYcIEWbBgQbrUO7PjOUdphZ/Fuottp7t4TdddjKN0U0Y+55h80gGxsbEyYcIEMTc3l9y5cyc5AAIDA6Vnz57y+++/q9NCQkKkVq1asmPHDnXali1b0rXOpGDb6bY+ffqIubm5TJ8+XZ49e6ZOj4uLk3nz5kmzZs3UC7qIiKOjo9qe8fHxsnnz5iRdVCl9xMfHy9SpU6VkyZIybdo0+fPPP6Vly5YyaNAgERHZtGmTODg4JGm7Ro0aybhx40REad8dO3bIhQsXtFL/zIznHKUFfhbrLradbuM1XTcxjtJdGf2c44DjOsDAwAAVKlTAtm3bMHfuXKxatUotK1SoEGxtbeHj44OLFy+q0/Pnz68+7vDx48f4888/ERkZme51z+zYdropPj4eAGBlZYW8efNi0KBBMDc3h7+/PwBlYL5KlSohISEBGzZsUJdr1qyZ+khZPT09HDt2TB3Ej9KPnp4eypYtizVr1mDw4MFo3bo13NzcEBYWhtjYWLi4uCBPnjyYN2+eukzDhg1x+fJlAEr7Xrt2Dfnz59fWJmQ6POcoLfGzWHex7XQTr+m6jXGU7tGZcy7N0lqUqhLvtfX19ZUaNWrIunXr1DIfHx/p37+/dOrUSUREnj17JjVq1JDbt29rpa6UFNtO97z5i4CJiYmMHj1amjRpIm5ubtKvXz/ZunWriIjMmjVLSpQoISEhIRIcHCzu7u5y4MABbVWb5L+xQF6/fi0i/51//fv3l+HDh6vzbdy4USwsLOTSpUvy6NEjadGihfz111/pX2ESEZ5zlPb4Way72Ha6h9d03cU4SjfpyjnHnk8ZyO7duxEWFpZsmZGREQAlm9mkSRMsXrxYLStZsiSGDx+Ox48fo2HDhihTpgzq1auHwoULq7/8UNqKjo5OsYxtl7ElZvvfpK+vj4SEBADAd999h+XLl6NPnz5YuXIlrK2tMWrUKISGhuK7776Di4sLunfvjooVK8Le3h6VK1dO703ItHbv3o2nT58mmZb4aO1s2bIBUM6/hIQE3LlzB87Ozup8LVu2RJ8+fTB16lTUqFEDlpaWfMRvOpk3b576WOZEPOcoNTCO0l2Mo3QX4yjdxThKN+l0HJVuaS5K0cKFC6VMmTJSvXp1adKkiSxfvlwt27Jlyzv3y166dEmqVKkiZ8+eFRFRnxjw4sULOXv2rPrIREpbMTExMmHCBMmaNassXbpUnZ44GObWrVvZdhlUXFycTJ8+XUxNTaVbt27qvc2Jbbdv3z51UMT4+Pgk7RIYGCh169aVw4cPi4jyC1FAQICEh4en81ZkTtHR0TJhwgSpUKGCuLm5iaurq/pI39jYWNm3b58sWrQoyTLHjx8XZ2dn9fWb97I/ffpU/XWP0t7t27fFyMhIevXqpfZMSEhI4DlHX4RxlG5iHKW7GEfpLsZRuk3X4yj2fNIiEUFsbCxOnDiBqVOn4ujRo+jcuTP+97//wc/PDwBw+/ZtWFhYJFmuXLlyaN68Oby8vODh4YFFixYBAMzMzFCxYkWYmJik+7ZkRhs3bsTdu3fRpk0brF+/Xv21VU9POa18fX1RoECBJMuw7TKGCxcu4MmTJxgwYABEBOfPnwfwX9vFxMSgbt266rQ322X//v3Inz8/atSoAUD5hcjS0hLZs2dP563InFauXIkLFy5g48aN2Lt3L7p27Ypx48YBUMYGiYmJgaurKwAgLi4OAHDmzBm4u7vj2rVraNy4MUaOHKn+Ip4nTx711z1KO4n7++LFi3BycgKgtAugnEMxMTFwc3MDwHOOPh7jKN3GOEp3MY7SXYyjdNNXE0ele7ork7t165b8888/aobY19dXihcvniRj/M0338ioUaMkIiIi2XUsX75cbGxspHz58rJkyZJ0qTcpT1B50/Pnz9XMf7FixWT79u0fXAfbTjv8/Pxk9+7d6lMfQkND5cmTJyIi0r17dxkzZow8f/482WUTEhLk1atXsmzZMnF1dZUaNWokeawzpS0fHx/ZvHmzPHz4UESUX9tu3Lihll+9elVq166tlr8tJiZGihcvLnnz5hU3NzdZs2ZNutQ7s0tst8TzLDY2VkRExo0bJ4cPH5bBgwfLoEGD5NWrV+8sy3OO3odxlO5iHKW7GEfpLsZRuulrjaPY8ymdvHr1Cp06dUKzZs2wYMECNGzYEP7+/ihevDiMjY2xadMmdd7u3btjz549ePXqVZJ1xMbGAlDurf71119x4cIFeHl5pet2ZEbXr19HvXr1UKJECfWXVADIlSuX+mtq69atsWjRIkRFRSW7Draddly5cgWtWrVCmzZtsHLlStSsWRPBwcHIkSMH8uTJAwCoV68e/Pz8cOHCBQB4Z4yIqKgoJCQkwM/PD4MHD8aRI0fg7u6e7tuS2URERKB3795o1qwZtmzZgho1auDatWuwsLBAqVKl1F/jDh48CBMTk3d+HQeA8PBwxMfHo06dOlixYgX27t2L9u3bp/emZCpvt5uLiwuuX7+epCeDkZERevbsiSdPnmD69OlYuXJlknXwnKPkMI7SXYyjdBfjKN3FOEo3ffVxlLazX5nFpUuXpG3bthIZGSkiIp06dZJ27drJq1evZNasWVK3bl0R+e9e6WLFismuXbtEROTUqVMyaNAguXv3rnYqn4klJCTI4MGDZeLEieLi4iJTp059p1xEebqKjY3NO08LOH36NNtOS+Lj46VHjx4yefJkdVqDBg3ku+++E5H/fkEICwuTb7/9ViZMmJBk+YCAABk2bJjs27cv/SpNKn9/f2nevLn6i8/gwYOlU6dOcuXKFRH571rZqVMn2bBhQ5JlHzx4IMOHD2fbaUFK7Xbt2jUJDw+Xnj17iojIkiVLJF++fJIvXz7ZtGmTiIjcu3eP7UYpYhylmxhH6S7GUbqNcZRu+trjKPZ8SicHDx7E69evkSVLFgDAL7/8ggcPHuDo0aNo1KgRgoKCsHnzZjWr6eLiomak7e3tMXDgQBQpUkRr9c+MRAQajQa9e/fGyJEjMWzYMKxevRqPHj1S59FoNIiNjYW5uTmaN2+ODRs24N69e5g/fz4AoHTp0mw7LUhISICenh4GDBiAAQMGqNNdXV1hYGAAQLmvPT4+HiYmJmjUqBEePnyIjRs3YsaMGQgJCYGFhQV+/PFHdcwCSl/Hjx9HVFQU8uXLBwAYPnw4YmJicPz4ccTGxkJPTw9BQUF48eIFWrZsicDAQPW8K1CgAIYMGcK204Lk2i06OhpHjhxBfHw89uzZg/z582Pt2rXo06cP6tWrh9y5cwMAChUqxHajFDGO0j2Mo3QX4yjdxzhKN33tcRSTT6ks8RGH8m+X08T/69evj9OnT6uDKRYoUAAVK1bE1q1bUaRIEXz//ff43//+h7lz56Jr167w8fGBi4sLAOVRl4ULF9bC1mQuiUFqosRHjdra2gIAmjZtCiMjoyRd+wHA0NAQgNLGf/zxB6pVq4YLFy4gPj4e2bNnZ9ulA3mri3fil4+yZcsiW7Zs6nm5e/duVKxYUZ1PX18fAGBhYYE1a9agV69euH79OrJlywYDAwOYm5un0xZkXk+ePAEAxMfHA/ivLd3c3LB//348f/4cgDKgZaVKlXD+/HmEhIQAAA4dOgRfX18MHToUTZs2hY+PD2JjY9l26eDIkSNqOwAfbrdLly7h4cOHGD9+PHbs2IF//vkHY8eORbZs2RAZGQkRgaGhIduNGEfpMMZRuotxlO5iHKWbMm0cpY3uVl+biIgIGT16tHh4eMj48eMlNDT0nXlev34tLVq0kIkTJ6rTLl68KAUKFFBfHzhwQHr37i3/+9//+LjRdBIVFSVDhw6V2rVry6BBg+T+/fvJzpfYtXjx4sVSuXJldcDFRH/88YeULl1axo4dy8eNppPXr1/LuHHjpFGjRjJq1CgJCgpKdr7ELv2+vr5StWpV9ZaNRMeOHZOqVavKyJEj2XbpyM/PT/Lnzy9NmjR5pyyxK3j9+vWlf//+6vSbN2+KtbW12obOzs5SoEABmTFjBtsuHcTFxcnkyZPFzs5Ounbt+s5tMCm1m4+Pj9jY2CQ59xKvqXFxcelQc8roGEfpLsZRuotxlG5jHKV7GEeJMPn0hcLCwqRx48bSq1cvuXnzpjRr1kz69esnFy5cEJGkB8SWLVukYMGC6tNX7t27Jy1atFDv6aT09/PPP0uHDh3Ez89P2rdvL99++60cOXJERFI+mStUqCCbNm2SjRs3ys6dO0VEua+d0s++ffukbNmy0qNHD/UpHUOGDJHg4OAUl1m3bp0MHTpUREQ2b94smzdvFhFJ9ikRlPZOnjwpLVu2FCcnJzl58qSI/Pehm+j06dNibGwsDx48UKfVqlVLfH19RUT54knp5+zZs9K6dWu5evVqkumJX0wSpdRu9+7dS3Z+ytwYR+k2xlG6iXGU7mMcpXsYR4loRN7qZ0kfFBUVpY45cPLkSfz222+YP38+zMzMcPbsWXTt2hUNGzbEL7/88s6yzZo1g4mJCezt7bFhwwa4ublh6tSp6b0JmZ78Ow6Bu7s7+vXrh2bNmiEgIABLly6Fj48P1q5dm+KyTZo0wY4dO2BnZ4dffvkFTZs2TceaE6CM/WFoaIjq1asDAP7++2+MGzcOp0+fVrv5v61Zs2ZISEiAvr4+goOD8dNPP6FRo0bpWW16w7Rp0/DixQuYmpri8uXLWLt2rTrGBPDfeBM9e/bEy5cvUaRIEezfvx+VKlXC3LlzU2xnSjuenp4oVaoUhg0bhvv37+PBgweoXr26etsFwHajj8M4SvcxjtJtjKN0H+Mo3cM4imM+fZKzZ8/C3d0dXbt2xeLFiwEAMTExuHv3Lh4+fAgAsLKyQv78+XHp0iVcvnwZgPIBnXiv9NKlS9GxY0f4+PhgwoQJDJjSyfHjx9GvXz+cPHkSgDIOQUhICKytrRETEwMAKFy4MBo0aIBHjx7hxIkTAP4bewIAwsLC4OXlhZcvX2L37t24efMmA6Z08HbbAUClSpVQpUoVtX1sbGxgamqKiIiIZNcREBCA7du3I3v27OjXrx9OnDjBgCkdvN12CQkJ6j3tcXFxqF69OmrXrg0/Pz8EBAQgOjoawH/jFgCAt7c3hgwZgoiICEyYMAHz5s3T+Q/ejO7EiRNo164ddu/eDQDqNbJkyZIICQnBmDFj0KpVK/z2229o06YNjh49CoDtRh/GOEp3MY7SXYyjdBfjKN3EOCplBtqugK7w9fXFDz/8gG7dusHGxgaDBw/Gy5cvMXjwYJQqVQojRoxA3rx5ce3aNTRq1Ah+fn54/PgxypUrB41Gox4suXPnhoeHBzw8PLS8RZlDXFwcli9fjlGjRqFw4cIQEVStWhUA1AHZfHx8EBISAnNzc1hbW6NChQo4e/YsXFxc1F8PAMDU1BQTJ05EwYIFtbItmc372s7ExATAf4PzLVmyBOXLl0f27NnfWY+IoHDhwrh8+TLs7e3TbwMysZTa7s3z6dixY+jRowdy584NU1NT2NnZoXfv3pgxY0aSX4BMTExQuXJlVK5cWRubkun8+eefGD58OAoUKICZM2eiQYMGMDIyAgAYGRkhICAAuXPnxvnz5/Hq1StMnToVY8aMwYEDB9hu9F6Mo3QT4yjdxThKdzGO0l2Mo96PPZ/eIzIyUv378ePHyJYtG7y8vODq6oqxY8fi7Nmz+Oeff7BixQoMHToUZcqUwcaNGzFq1CgcPXqUH65alPiEAI1Gg4oVK+Kff/7BlClTEBAQgPPnz6vzNW3aFBcuXMCVK1cAAPnz58ft27fVx1u+jW2a9j6m7RJ/qdNoNAgPD8fevXvRt29fAMCrV68QFRWlrk+j0UBEGDClg49tu/v37yNnzpyYOXMmypQpg9DQUFhZWWH8+PHqPJR+EnucAEDlypWxYcMGrF69Gs+fP8fBgwfVstq1ayMgIAAvX74EAOTIkQM1a9ZErly51CeQEb2JcZTuYhyluxhH6S7GUbqJcdTHY/IpGd7e3qhQoQL69euHs2fPAgCCgoJQuHBhPH36FABQrVo1lClTRn1cbLVq1fDDDz+gUKFCOHv2LKpUqQJLS0utbUNm5e3tDUdHR3Tv3h07d+5EbGwsypUrh7Jly6Jo0aIoUqQI1q1bp87fpEkTFCtWDPPmzcP58+cRGhqK8PBwWFhYaHErMqdPabs3f/m5du0aqlevjvDwcHTv3h09evRAUFBQknV/Dd1UM7JPbTsbGxtcunQJ169fx6pVq3DhwgWULl0aU6ZMUeehtPfbb7/B0dERnp6eWL58OZ49ewYbGxtUqFAB+fPnh6urK+bNm6fO7+TkhA4dOuDly5c4ceIEQkJCMHfuXFSrVg2mpqZa3BLKaBhH6S7GUbqLcZTuYhylmxhHfYb0Hd8841uwYIG4ubnJ7du3ZfTo0dK4cWPZtm2bBAYGir29fZKnAmzcuFG6du0qAQEBEhsbK+fOnZN69eqJvb29zJ8/X3sbkUlt3rxZ3Nzc5N69ezJ//nxp1aqVTJo0SS1PSEiQdevWiYeHh1y7dk2d/vTpU/nll1+kbt26YmVlJZMmTdK5x1bqus9pu8QnPXz33Xei0WikevXqMnHiRPUpSJQ+Pve8e/NR6nFxcXLjxg2JiopK17pnZidOnBB3d3e5c+eO/P3339KxY0fp3bt3knlOnz4t5cuXlzNnziSZvmLFCunQoYOULFlSpkyZItHR0elZdcrgGEfpLsZRuotxlO5iHKWbGEd9nkyfFk0cACzR/fv34eLigmLFimHkyJGoX78+Vq1ahTx58qBixYpYs2aN2iWyUKFCOHPmDPLnzw8DAwNERkaibdu2uHLlCnr27KmNzclUIiMj1XvVAWU8iQIFCsDGxgZeXl7w9PTErl27cPv2bQDKrzYODg4oXLgw9u7dCwDw9/dHnjx58OOPP2Lx4sV48OABRowYkeSeW0p9qdF2gYGBAIDs2bNj0aJFOHr0KEaOHImsWbOm/wZlIqnRdg8ePECOHDkgIoiPj4e+vj5KlSoFY2NjrWxTZhAeHo7Y2Fj19dWrVxETE4OiRYuiQYMGGD58OPbs2YNr166p89ja2qJGjRpYvXo1AGVcFwDo3LkzZs+eDR8fHwwbNkwdy4AyJ8ZRuotxlO5iHKW7GEfpJsZRqSPTJp9u3ryJ7t27o0OHDpg4cSIAZUC9p0+fwtLSEtHR0TA2Nka1atWQNWtWbN26FcOGDcO1a9fg7e0NALhx4wYcHR3VA7F69ero1q2b1rYps7h58ya8vLzQsmVLDB06VH0yh4igWLFiePnyJQwNDVGxYkWULFkSy5YtU5ctVaoUatWqhVmzZqFo0aJYsGABXr9+DQCwtrbWxuZkKqnZdnPnzkVcXBymTJmCrl27ammLMo/UbLuFCxciIiICGo2GX1DSWGK7NW7cGP3794efnx8AZdBmOzs7PHr0CPr6+ihbtizq16+PadOmqcvmzp0b7du3x9KlS1G0aFHMmDFDHacgV65c2tgcykAYR+kuxlG6i3GU7mIcpZsYR6WuTJd8iouLw/Tp0/HNN9+gePHiGD9+PH777TfMnDkTGo0GRYoUwa5du9QLQokSJVCsWDHcunULJUqUwPDhw+Hv74+KFSti3rx5GDBgALJly6blrcoc4uPjsXTpUrRp0wZ2dnZYunQp9uzZg19//RWAMsilj48P/P39ASgnfPXq1fH48WN10NONGzeid+/eKFq0KGbPno0JEyYk+2QPSl1p0XaTJ0+GgQEf2JnW0uq843UzbYkItmzZgnbt2sHOzg47duxAUFAQ5syZg5iYGOTMmRNRUVG4cOECAGVw0nbt2iEoKAivXr0CAGzZsgUNGzZE5cqVMXfuXCxYsABmZmZa3CrKCBhH6S7GUbqLcZTuYhylmxhHpY1Ml3wyMDCAhYWF+gtcqVKlMGrUKGzYsAEA0Lt3b9y+fRsnTpxAZGQksmXLhmfPniE4OBgAULNmTfzxxx/YuHEjzpw5g0qVKmlzczIVfX195M2bFxs3bsSIESNgYWGBH3/8EVu2bAEAtGzZEhEREThx4gRCQ0NhZGSEZ8+eQaPRqF2Ic+fOjZ07d2Lv3r18THM6YtvpLradbtJoNDA3N8fatWsxYsQIZM+eHb1798b+/fthZGSEatWqIWfOnDhx4gSePn0KPT09hISEwMLCQh2o1NbWFtu3b8fevXvRoEEDLW8RZRSMo3QXr+e6i22nu9h2uolxVNrIVMmnxPtrW7RogaJFiyIuLg6Acg9n3bp1AShd4Dp27IiVK1dizZo1EBEEBwejfPny6nqyZs3KrsVaUqdOHdja2iI+Ph6A8jSHKlWqID4+Hjly5EDr1q1x5MgRTJ8+HfHx8bh48SKKFCmiLu/q6opq1appq/qZGttOd7HtdFOlSpVQsmRJ9ZHL2bNnh52dnZoQaNasGQICAjBs2DCEh4dj+/btyJMnD0xMTAAAZcuWRfXq1bW5CZTBMI7Sfbye6y62ne5i2+kmxlGp76tNPt27dw8A1JMc+O8xodmyZYNGo1G7mh47dgylS5dW5+vfvz/atGmDjRs3okyZMsiVKxfatWv3znoobdy8eRMA1KD2TYltl5hR3rp1K8qVK6fe79y+fXsMGDAA169fh6OjI0xMTNC/f//0q3wmt2zZMmzdulXtJvzmgIpsu4xtzZo1OHDggPoBy7bTDfPmzcMvv/ySpNt3oixZsiT5vFqzZg3Kly+v/pJat25djB8/HiKCGjVqIFu2bBg7dmy61p8yLsZRuotxlO5iHKW7GEfpJsZR6Sx9HqqXPmJjY2X8+PFibm4uTk5OH7XMxYsXpVixYurrZ8+eqX8/fPgwUz36UJvi4uJk8uTJkjNnTjEzM/uoZe7fvy9FihRRXwcFBamPGH3x4gXbLh2dO3dObGxspFmzZtKqVSvp0KGDPHr0SERE4uPj35mfbZdxrFu3TkqVKiXNmzeXb775Rn744QcJDg4WEbZdRrZ9+3YpVaqUtGnTRsaMGSN2dnYSFBSU4vwhISFiZ2cnL168EBGRu3fvqo9pjoyMlJiYmPSoNmVwjKN0F+Mo3cY4SncxjtJNjKO046vq+fTw4UM8ePAA06dPh7m5OTZu3Agg6a92bzt8+DB69+6NEydOoGbNmpgyZQqio6MBAAUKFMhUjz5Mb/LGLwLR0dG4f/8+1q9fj+LFi2PRokUAkv/VLtHhw4fRrl07HDp0CHXq1MH48ePVJ66YmZmx7dLQm20HKAMhDhw4EFu2bMGcOXMAAIMGDUp2XoBtl5H89ddfmD59OjZv3oxx48bBx8cHkydPBsC2y8g2bdqEcePGYf369fj+++9RsWLFdx55/6Zjx46hTp06OHnyJOrXr48xY8aoA2JmyZIFhoaG6VV1ysAYR+kWxlG6i3HU14NxlG5iHKUl2st7fbmrV6/K7Nmz5fbt2+q04OBgiY6OlkmTJkmDBg3eWSYxAx0XFyexsbFSrlw5yZEjh9SvX1/+/PPPdKt7Znfr1i15+fKliCi/tIqIPHnyRERE5s6dKyVKlHhnmcS2S/zf3d1d9PX1xcPDg22Xjt5su8RfZ3r16iXff/+9Os/du3dFT09PbdPEXwPYdtr19jXzwYMH0qRJE9mxY4eIiCQkJEi9evUkR44c6q85bDvtu3btmkyYMEEuXrwor1+/FhGRxo0bS+vWrSUgIEDatWsnTk5OsmvXLomMjBSR/66riTp16iQajUaaNGnCdiMV4yjdxThKdzGO0l2Mo3QT46iMQyd7PsXFxeHnn39Go0aNcPLkSQwYMAC///47ACBv3rwwMjJCkyZN8Pz5c+zbt09dBlAGeBMR6OvrQ09PDyVKlMD27duxe/dutG7dWmvblFncv38fzZo1Q8mSJdV7mRPvpc2XLx8A4Ntvv0VMTAw2bdoEAIiNjQXwX9sByi8JpUqVwoEDB7Bjxw62XTpIru309fWRkJAAJycnvHz5EqGhoQCAIkWKoGHDhpgyZQoAwNDQkG2nRW9fM/v374958+ahcOHCKFSoEBYuXIirV69i1qxZcHJyQpkyZTB37lwAbDttmzx5Mho3boy7d+9i4sSJGDFiBABg4sSJsLa2hpOTEywtLTFy5EhMmDAB33//PQDliWQighcvXgAA7O3tcfDgQWzbto3tRoyjdBjjKN3FOEp3MY7SXYyjMpj0z3d9ucDAQHFxcZG4uDgREfn777+lQoUKcvjwYXWeiIgIGTFihLRo0SLJsnFxcVKrVi05efJkutaZFKdPn5ZBgwbJoUOHJF++fPL8+XMRUX4peNPEiROTHW+ifv366q8LlL5SajsRkb1794qnp6esX79enbZ8+XJp3bq1+rpBgwZsOy1J7prp6Ogo586dk5CQEBk7dqw0bdpUOnXqJLdu3ZLhw4fLrFmz1OXZdtoREhIiderUUcfQ8fHxkUKFCsn27dtFRGTlypXSv39/df6zZ89Kjhw51F9Xu3btKn/99Vf6V5wyPMZRuotxlO5iHKW7GEfpJsZRGY9OJp+eP38ulSpVkkuXLomI0o1xxIgRavfwhIQEiY+Pl1u3bkm1atVky5YtMmPGDDl//ryIKAciaUdCQoK6/93d3WXQoEEiIurFPHGeuLg4sbGxkTVr1si4ceNk7969IiJqF1ZKfym1nYgyQOKkSZOkZcuWEhERISIiI0eOFG9vb3WeV69epW+FSZXcNXP48OHSsGFDdZ7w8HD173r16snOnTvV12w77SldurQcOXJEfT1x4kQpW7asiIgsW7ZMevbsqZZt3rxZunXrJmFhYSKStE2J3sQ4SncxjtJdjKN0F+Mo3cU4KmPRydvuHj16BAcHB9y4cQOA0o3Yy8sLDx48wK1bt9RHWT5+/Bj3799Hp06dEBQUhJIlSwIAcufOrc3qf/VEBKdOnUp2kEuNRqPu/x9//BErV65EXFwc9PX1ISJISEiARqOBn58f4uLi0LNnTzx//hxVqlQBAOTIkSNdtyWzEZEk7SZvDJSYUtsBygCJ3bp1Q1RUFDp37oz27dtj69atSR69bWpqmk5bkTm93XZvSu6a2bVrV9y/fx+3bt0CAGTPnh3Hjx+Hp6cnNBoNypcvry7Ptks7IoLHjx8nWxYcHAw3NzccO3ZMnfbjjz8iICAAt27dQtGiRXH9+nX0798fvXv3xujRo1GzZs3/t3fvQVGVfxjAnxUMSy2SFB0LSMiG+7qDApqkBZggIoJIyMV7FNZYUjJp1nhhMixnsrRm0kklKB0VaUbISyKoyWWsVcERg24aDqmkECLL8P39wXB+opBhLWcPPJ+/1uUs53t4d8/7+O4574sBAwYAaG1Too4wR1k25ijtYo7SLuYobWKO0haLG3yqq6tDSkqKstJDR9zc3GBra4tTp06huroaQOubw8vLC1VVVQBa76uOiYnBCy+8gMuXLyM9PR0PPPBAtxxDb1VfX481a9bA29sbubm5ymo3nQkMDISLiwvWrl0LAO3CbmRkJBYsWIDLly9j/fr1PGmbWUNDA1auXAkvLy+89tpr2LZtG4D/zyNxu9vbDmidayIjIwPz58+Hj48PSktLMWnSpG6pvzerq6vDmjVrYDAYkJKSorTdratTdXbO9PT0VM6Zp0+fxvz58+Hm5oacnBwMHTq0+w+mF2loaMCqVavg5uaGhQsXYvny5QDat9uQIUMwcuRIVFRUoLKyEkDrHAQhISE4duwYxo8fj08++QSDBg3CiBEjUFJSgoSEBFWOhywHc5R2MUdpF3OUdjFHaRNzlEapc8FVx8rKyiQoKEicnZ3F1dVVqqur79im7R7MvLw8mTt3rnI56s2bN2XChAnyyy+/dGvN1KqoqEicnJwkMjJSKisr77p929wE3377rTg6OsrXX38tixYt4qX8Klm2bJnMmTNHzp49K4cPHxZbW1s5evRoh9t21na1tbXdWDGJiOTn54urq6skJyfLDz/8IFu2bBF7e3vlPCnCc6YlamlpkdTUVElMTJSqqioxGo2i0+mUFVbathER+f777yUpKUleffVV5WdhYWFiNBq7vW6yfMxR2sUcpW3MUdrEHKVNzFHapfrgU01NjfK4vr5emYzNz89PNm3adMf2bScAk8kk+/fvl8cee0xSUlJEr9dLQkKCsnQpmd+tAefKlSsybtw45Z7aixcvyo8//thuSeaObNy4UXQ6nej1etm5c6eI3DlpJpnXn3/+KQ4ODnLp0iXludGjR0toaKj89ttvItJxm3TUdtS9Ghoa2v0nJTMzU5YuXdpuOW2eMy3DrX3d9evXxcnJSWm70tJSSU5OVuYYaJtvp+1xeXm5DB8+XF5++WUxGAwybdq0dr+PejfmKO1ijuoZmKO0izlKO5ijegbVBp+Ki4tl6tSpotfrZcmSJXLu3DkREWWSvU8//VT8/f3v+g3OyZMnZcOGDVxBoBsVFBRIdHS0BAQEyIoVK5S2e+utt2Ty5MkSFhYmBoNBYmJilMlLO7J161bx9fWVgwcPdlfpvV5+fr6Eh4dLUVFRu+efe+45efvtt0WkNUTFx8fLqFGjpLCwsMPfw7brfp21nYjIH3/8IfPmzRNbW1uJiIiQpKSkTn8Pz5nd6/a+rry8XERaP3Ph4eHy9NNPy5AhQyQ8PFz0er389NNP7V7fFp7Onz8vGRkZkpub292HQBaKOUq7mKO0izlKu5ijtIk5qmdRZfCppaVFoqKiZO3atVJTUyMvvviiTJw4URmtbOPq6ioZGRnKtwUmk0lMJpNs375dSktL1Si910tLSxNvb2/54osvxGg0SmxsrLIM7M8//yxBQUHK0qKXL18Wb29vWb16tYiINDY2yo4dO2Tv3r2q1d+bbdmyRfz9/WXw4MGyaNGidt+iHjx4UBwcHGTu3Lni7e0tX375pTz11FOSlpYmIq2XFrPt1HN72916ObhI62erbXnmxsZGGTNmjKxcuVJERG7cuMFzpko66uvGjx8vLS0t0tjYKLt375b4+HhpamoSEZGYmBhZvHixtLS0iMlkkh07dijLARPdijlKu5ijtIs5SruYo7SJOarnUWXCcaPRiJqaGqSkpGDw4MHYuHEj6uvrsXv3bphMJmW7hIQEZGZmQqfT4dKlS7C2toa1tTXq6urg7OysRum9XkBAALZs2YLY2Fh4eXkhKioKjY2NqK+vh6OjI7KysrBo0SIAgJ2dHRITE1FUVAQAsLGxAQCMGzdOtfp7M19fX2RmZuLEiRPIzc1FRUWF8rNnn30Wx48fR0REBLKzszFz5kz4+fkpk/bdd999ANh2arm97dpWVgFaV/mwsbFBdHQ0gNbPWUxMDE6cOAEA6NevH+rr63nOVEFHfV1jYyO2bdsGGxsbHDlyBO7u7ujbty8AYNasWTh8+DB0Oh2sra0BAP7+/moeAlko5ijtYo7SLuYo7WKO0ibmqB5IjRGvpqYmsbOzUy6bExH54IMPZPr06XLt2rV290Xb2dnJmDFjxNbWVsrKytQol27R9k1B2whzamqqLF68WETuvJ+9vLxcpkyZInl5ed1bJHWqrY1CQ0MlNTW10+1OnTolwcHBUlFR0V2l0V3807YrLy+X8PBwfu4sQGd9XXh4uNy4cUM2b94sjz/+uDQ3N0tZWZnMmDFD3n//fc7XQnfFHKVdzFHaxhylXcxR2sMc1fOocuVT3759ERUVhQ8//FB5buHChfjuu+9QU1MDnU6HyspKxMfHK9teunQJbm5uapRLt+jTp/Ut0zbCXFVVpXyLo9PpICI4cuQIgoODMWfOHEycOBGBgYGq1UvtiQgAICUlBXv27MH58+fb/fzkyZOIjIxEZGQkwsLC4OLioryG1PV3bdfQ0IADBw5g8uTJmD17NgICAvi5swCd9XXFxcW4cOEC5s6dC09PT4SGhiImJgYGgwGvvPJKp0tzE7VhjtIu5ihtY47SLuYo7WGO6nms1dpxXFwcEhISUF1djWHDhqF///7w9PREWVkZXFxc0KdPH4SHh2P79u1qlUh3cerUKVRVVSEqKgoAUFFRgZEjR8LKygozZszAggULVK6QbtenTx+ICCZMmIChQ4fi0KFDeOKJJ3D27Fm4urpi4MCBiIuLQ0REhNql0m06a7tz587hySefRFNTE6KiojBv3jy1S6VbdNTXeXh44MyZM3BxccGOHTtw8eJFjBgxQu1SSWOYo7SPOUp7mKO0izlKm5ijehadqDgcn5CQgNraWqxbtw4FBQXIysrCnj178NBDD6lVEv0DIgKdToeNGzfi9OnTiIyMxIoVKzB8+HDs3LlT7fLoLtraLycnB3FxcXjkkUfg7OyM/fv385sCC9dZ2x04cEDt0uhvsK8jc+F7S5uYo7SNOUq7mKO0iX1dz6Hq4NP169fx0UcfIS8vDwMGDMAbb7yBCRMmqFUOdUFTUxMMBgMuXLiAoKAgJCcns+00JDs7G2+++SaGDRuGZcuW4ZlnnlG7JPqH2Hbaw76OzIXvLe1ijtI29sXaxbbTHvZ1PYeqg09trl69ikGDBqldBnXR6tWrERISAoPBoHYp1EX5+fl4+OGH4e3trXYp1EVsO+1iX0fmwveWNjFHaRf7Yu1i22kX+zrts4jBJyIiIiIiIiIi6plUWe2OiIiIiIiIiIh6Bw4+ERERERERERGR2XDwiYiIiIiIiIiIzIaDT0REREREREREZDYcfCIiIiIiIiIiIrOxVrsAIurdnJycYGNjg379+uGvv/6Cu7s7li5dirFjx971tdnZ2Rg6dCj8/Py6tM+QkBD8/vvvAACj0QgPDw9YWVlh4MCBmDVrFurq6vD666/f0/EQERERdRfmKCLSCg4+EZHqvvrqK+j1egDA7t27ERISgm+++Qa+vr5/+7rs7Gzo9fouh6Z9+/Ypj3U6HQoLC2Fra9vVsomIiIhUxxxFRFrA2+6IyKJMnz4dSUlJWLduHQDg0KFD8Pf3x6hRo+Du7o7NmzcDaA0+OTk5SE9Ph16vx2effQYA2L59O3x9fWEwGBAQEACj0dil/b/zzjtYvHgxAODzzz9HYGAgnn/+ebi5uWHs2LEoLy9HREQEXF1dERwcjPr6egCAyWRCamoqxowZA71ej+joaNTW1v5HfxUiIiKiu2OOIiJLxSufiMji+Pr6IicnBwBgMBhw9OhRWFlZ4erVqxg1ahQmTZqEkJAQTJ06FXq9Xgk5x44dQ1ZWFgoKCmBjY4PCwkLExsairKzsnmspKSnB6dOn4eDggPj4eISFheH48eOwt7fHlClTsHXrViQnJyM9PR39+/dHcXExAGDVqlVYvnw5Pv7443/99yAiIiL6p5ijiMgScfCJiCyOiCiPr1y5gnnz5qGiogLW1ta4cuUKzpw5g0cfffSO1+3duxdGo7HdZeZXr17FjRs3cP/9999TLf7+/nBwcAAA+Pj4wGQywd7eHgAwevRonD9/HkDrpevXrl3Drl27AABNTU1wcnK6p30SERER3SvmKCKyRBx8IiKLU1JSAg8PDwBAUlISQkJCsGvXLuh0OhgMBjQ2Nnb4OhFBYmIi0tLS/rNa+vXrpzy2srK649/Nzc3Kvjds2IDg4OD/bN9EREREXcUcRUSWiHM+EZFF2bt3LzZt2oQlS5YAAGpra+Ho6AidToeCgoJ2cw88+OCDuHbtmvLvqVOnIiMjA7/++isAoKWlBaWlpd1S97Rp07B+/Xo0NDQAABoaGv7VZepEREREXcUcRUSWilc+EZHqZs6cqSwR7Obmhn379imXfL/77rt46aWXsGrVKuj1+naXgsfHx2P27NnIzs5GcnIy5s+fj/feew8RERFobm5GU1MTQkND4ePjY/ZjWLp0KW7evAlfX1/odDrlOXd3d7Pvm4iIiHov5igi0gKd3HpTMBERERERERER0X+It90REREREREREZHZcPCJiIiIiIiIiIjMhoNPRERERERERERkNhx8IiIiIiIiIiIis+HgExERERERERERmQ0Hn4iIiIiIiIiIyGw4+ERERERERERERGbDwSciIiIiIiIiIjIbDj4REREREREREZHZ/A8igwrSCwtjNwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1200x1600 with 14 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Draw features time-series' figures\n",
    "\n",
    "titles = [\n",
    "    \"Pressure\",\n",
    "    \"Temperature\",\n",
    "    \"Temperature in Kelvin\",\n",
    "    \"Temperature (dew point)\",\n",
    "    \"Relative Humidity\",\n",
    "    \"Saturation vapor pressure\",\n",
    "    \"Vapor pressure\",\n",
    "    \"Vapor pressure deficit\",\n",
    "    \"Specific humidity\",\n",
    "    \"Water vapor concentration\",\n",
    "    \"Airtight\",\n",
    "    \"Wind speed\",\n",
    "    \"Maximum wind speed\",\n",
    "    \"Wind direction in degrees\",\n",
    "]\n",
    "\n",
    "feature_keys = [\n",
    "    \"p (mbar)\",\n",
    "    \"T (degC)\",\n",
    "    \"Tpot (K)\",\n",
    "    \"Tdew (degC)\",\n",
    "    \"rh (%)\",\n",
    "    \"VPmax (mbar)\",\n",
    "    \"VPact (mbar)\",\n",
    "    \"VPdef (mbar)\",\n",
    "    \"sh (g/kg)\",\n",
    "    \"H2OC (mmol/mol)\",\n",
    "    \"rho (g/m**3)\",\n",
    "    \"wv (m/s)\",\n",
    "    \"max. wv (m/s)\",\n",
    "    \"wd (deg)\",\n",
    "]\n",
    "\n",
    "colors = [\n",
    "    \"blue\",\n",
    "    \"orange\",\n",
    "    \"green\",\n",
    "    \"red\",\n",
    "    \"purple\",\n",
    "    \"brown\",\n",
    "    \"pink\",\n",
    "    \"gray\",\n",
    "    \"olive\",\n",
    "    \"cyan\",\n",
    "]\n",
    "\n",
    "date_time_key = \"Date Time\"\n",
    "\n",
    "\n",
    "def show_raw_visualization(data):\n",
    "    time_data = data[date_time_key]\n",
    "    fig, axes = plt.subplots(\n",
    "        nrows=7, ncols=2, figsize=(15, 20), dpi=80, facecolor=\"w\", edgecolor=\"k\"\n",
    "    )\n",
    "    for i in range(len(feature_keys)):\n",
    "        key = feature_keys[i]\n",
    "        c = colors[i % (len(colors))]\n",
    "        t_data = data[key]\n",
    "        t_data.index = time_data\n",
    "        t_data.head()\n",
    "        ax = t_data.plot(\n",
    "            ax=axes[i // 2, i % 2],\n",
    "            color=c,\n",
    "            title=\"{} - {}\".format(titles[i], key),\n",
    "            rot=25,\n",
    "        )\n",
    "        ax.legend([titles[i]])\n",
    "    plt.tight_layout()\n",
    "\n",
    "\n",
    "show_raw_visualization(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "abf0b171",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAFhCAYAAACf9rbcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAB85klEQVR4nO2dd5wVRdaGnxdUVFTWnHPEnDOKOa7ZdQ3rmrOrq6w555xzAnN2zYquiukzIuaACVFRFCOKosD5/jh1Z3p6+t7bPXNnhplbj7/+Obe6uqr6MtPVVeec98jMiEQikUgEoFtHDyASiUQiEw9xUohEIpFIA3FSiEQikUgDcVKIRCKRSANxUohEIpFIA3FSiEQikUgDcVKIRCKRSANxUohEIpF2RtIaku6X9KUkk7RLjmuWkPS0pN/CdcdJUq3HFieFSCQSaX+mAt4GDgJ+q1ZZ0jTA48BIYIVw3X+AQ2o9MMWI5kgkEuk4JP0CHGBmAyrU2Rc4E5jZzH4LZccA+wJzWA0f5HGlEIlEIhM/qwDPliaEwEBgNmCeWnY0SS0bi0Qika7IBmv1tO++H5+r7uA3x74D/J4ousrMrmrlEGYBvkiVjUyc+7SV7TcQJ4VIJBKpwqjvx/PSwDly1Z101o9/N7Pl23hIbUacFCKRSKQqxnib0JED+BqYOVU2c+JczYg2hUgkEqmCAROwXEcb8QLQR9LkibL1gBHAsFp2FCeFSCQSycGEnP/lQdJUkpaWtDT+HJ4rfJ4rnD9d0hOJS24BxgADJC0uaSvgCOC8WnoeQZwUIpFIpCqGMd7yHTlZHhgSjimAE8PPJ4XzswLzN/Rv9hO+MpgNeBW4FDgXOK8W95ck2hQikQ5E0jy458gKZvZqK9syYFszu6sWY4s0YsCfOVcBudozGwSUjUY2s10yyt4C1qjZIMoQVwoRJA0IofbpY+katd83tDdDLdqrwVgelDQqyAW8L+ni8HDuFIR/rwczTs0KPNDGfc8T/i2bedeE73VAjfs7QdLbtWyzpXSwTaHdiJNCpMT/8IdK8pgo/hiTSJqsFdfuDTwBfAdsC/QGdsf/Do6p5ZgkdZPUvaVttgQz+9rMxrZnn/WCQa23jyZa4qQQKTE2PFSSxzgASX+VNFjS75I+lXRq8kEoaSdJr0gaLekbSXdKmj2cmwd4KlT9NrxlDgjnBkm6JDmI9FtwqHO5pHMkfQs8H8oXlfRQos9bJc1S7uYkzQFcBFxqZv80s6fMbJiZPW9m+wP9EnW3kvSWpLGSPpd0dFJ4TNKw8AZ7naQfgZsl7SLpF0kbhzfbP4DekiaTdKakLySNCd/TBhXG2V3SteF7/k3Sh5IOk9QtnD8B+CewSWJF1zecM0nbJNpaQtL/Qjvfh++2V/q7lnRQEFj7QVJ/SVOWG18R5Bwm6eMwhrck7ZSqc4akD8L5YZLOUvCwkYvEHQ8slrjXXRL3uq+k+8L3OlTSWpLmkDRQ0q+SXpe0bKKv6cPvyRehv3ck7ZoazyBJV0i6MHwfP0g6G2BCzqOzEyeFSEXCA+xm4BJgMWA3YBvgtES1yfA/3qWATYEZgFvDuc+BrcPPi+ErkIMKDmMnfP+1D7CzpFmBZ/CVzIrAurjA2H2lh2cG24ZxnpF10sx+BJC0HHAncA+wBO7hcSRwQOqSQ4D3cYPhUaFscuBYYG9gUeAzoD+wJrADsDhwPfCApKXKjLMb8CXwN3wlc3Rov/TwOge4g6Yru/9LNyKpJy6D8Av+HW0JrApcl6raJ4xrXWC7UK/ov085TsFXYvvj38fpwJWSNknU+RX/neoN7Af8Hb9ngNtxY+oHNN7r7YlrjwFuw3/vXg0/XwtcBiyDu2sOSNSfHHgN/x1dDLgwjGed1Lh3xP8dVsH/LfcyjPE5j06PmcWjzg/8D2cc/gApHY+Ec88Ax6bqbxHqqEx7i+Ar7jnC577h8wypeoOASzLG8mCqzpupOicBT6TKpg19rFhmTJcBP+X4Lm4GnkyVnQB8kfg8DHggVWeX0P9yibL58ZfHuVJ17wUuCz/PE65bvsKYzgD+V+47SpQbsE34eU/gJ2DqxPnSv8MCiXY+B7on6lyd7Cujj9J4x6R+X34Jv0MDQr2euPpnn9T1FwAPV2h/H+Cj1Hf/dpl7PT3xefFQdkjG/c5Qob/bgGtSv29DSfxuA8csscQk9unns+Q6gFfb8u+1rY/ofRQp8QywV+JzSXhrOWBFSYcnznXD3ehmAb4KS/TjgaWB6Wj0qpiL5notLWFw6vNywBpydck08wMvZ5Tn1Z3vDTyUKnsOOF7SNGb2cyjL8hQaB7ye+Lxs6PddNZW97wE8WW4AkvYB9gDmxr/nSfFVRxF645Pp6ETZ/+GT1KLAR6HsXTNLivqMAFbK0f4ONLc5JfV9FsXfzB+Ve0WVmJREsFXY7joYWABf7XUPRx7eTPxc0gF6K6NsJmCU3MZzBL4imh3/d5gMnwiSvGhhNgi8YIg/c/8KdW7ipBApMcbMPsoo74b7UN+Zce7bxDbF/4B/AN/g20fP4n9wlZhA84f1pBn1fs0Y00Mk7AAJRmaUgb/9TSNpNjMbUWVc5Ug+KNJjArfLJB+w3cI1KwB/pupmauhL2g5/m+6HP8R/xrdftmzZkDNJ3kd6XEa+beUv0r8vksYkPpba+CswPHXtn6H+yvib+onAv4Efgc3wLbI8JMduFcpKY+kHHIpvj72Fr25OwyeNihgwoQvsDOUhTgqRarwGLFJmwiDsjc8AHGVmn4ayrVLV/gj/T78BfovvEydZiuph+6/he+6fmVn6oVaOu/BtmCOAf6VPSvqLuV3hPWC11OnV8Yfg6PR1VRiCT3qzmNlT1Son+nrJzBoM8JLmT9X5g+pv0+8Bu0maOjHuVfEH5Hs5x9Ia3gXGAnObWblV0WrAl2Z2cqlA0typOnnuNS+r49t+N4a+BCyET0ZJVpKkxGphZYDxdbJSiIbmSDVOAnaQdJI8vH4RSdtIOiucH47/8R8gab5gRDw51cZn+MvWJpJmlDRVKH8S2EjSZpIWlnQeMGeOMV0K9AJul7RS6HddSVdJmjrrAjP7HH8bPUDS9fJ4hbklrSLpYuDsUPVcYE25d9FCknbE3y7Pymq3EmY2FLdRDAjf2XySlpfUL2PiLDEUWFbSRpIWlHQsbqhOMgxYPHxnM0jKWl3djO/73xC8kNYArgTuKTfB15IwEZ0DnCNpN0kLyGUc9pFU2qYcCswuacfw3ewLbJ9qahgwt6Rlw732aMWwhgLrSFpd0iK488S8GfVmAy4I3+82wH8MnxTyHJ2dOClEKmJmA4FNgLXwvfqX8bft4eH8t7iL5Bb42+HxpFIEmtmXofxUfHun9BZ8XeJ4HhgN/DfHmEbgb5kTgEeBd/CJYmw4yl13GS4VMCNwN+7VMiCcPiXUeQ33VNoa3zM/IxyX0DJ2xT2QzsK9lR7Eo1LL2QiuxL2LbgFewQ2756bqXI2/7b+Kr7bSKxvMbAywATAN/m92Hy6qtlsL76MlHIsbivvh/0aP49/rp2GMD+CT8QW4fWA94LhUG3cDD+PxJd/SfNIowin4d/EIbkP7FZ8809yMr05ewr/rawEmmHIdnZ2YjjMSiUQCkgbh3k5NXJAXXXIyu+nBsmEwTVhu7s8HW8ynEIlEIl0XQ4yvk42VOClEIpFIFQz40+KkEIlEInWFmfXNPiPGx0khEolEIlDKvBYnhUikGTNM193mmTPLAzKbt7+bsXgnRVXFCv6ttshBpKA/RtEuWjImtYOPSLcpxhWqP/73tn+kFL3vxWdJpzZ2Bg8ePMrMcv+CdgV30zzESSFSiHnmnJSXB+YJJXAWumHfwn10H1Psj2/85MWeEhPyz2kNqOBEVbT+hMmKP+G7/972D6meS3xfqP7PH05brIMWTGzd/ih2368ecUhmuaTc0iFm9bN9VB932YXQRJSwJhKpJyagXEdnp24nBTXNNvanXJP/KUn7l4kQrdRWTR7Ucj35rAxopWMQroczK54oJhKJtAMe0dwt19HZqffto5KIW3c8ynVtXJzrH5LWMbMs0bO2ZAUadV6WwqN1V8TljQH+MLM/gK/beVyRSF1jiD+tPh6XnX9aax2lbGNfmtnrZnYersG+LHBYqZJanllMqpJ5KomZfRvG8zWNK4GGMjP7Pr0qUWPGr43k+YbHSLpfUq+gt/OhpJ8k3ShpisQ9FRpbJFLvjDflOjo79TH1FcDM3pb0KK7RcnwoLmUWex9XBD0Tzyy2Bo2Zxe7Gszl9T6Ms8il4lrL9cZ2dVYCrJf1gZmnN/tbQAxdt2zGM9e5w/BbGNj2eSWw/GnV0co8tCJjtBTDX7PFXJlJ/xIjmyLt4ekIAzCyZwvCToOb4nqQ5zOwLSSUXjW/MbBQ0pEM8BFjfzJ4N5z+VtCL+IK7lpDAJsL+ZfRD6vgVXBJ05MZ77cFG7c4uOzcyuIiRQWX6pgq4+kUgXYUKdeB/FSSEbkXCWU8syi+XKPFUjxpYmhMBI4OvShJAoW7QDxhaJdHpKhuZ6IE4K2SwKfAJNEqAXzSxWNfNUDUlHGFlGH8mMWu05tkik02N0DXtBHuKkkELS4sCGBH19PAl9SzKL5ck81VFMzGOLRCZKosxFfdBD0iz4m/OMwDrAUXii+FKe2GRmsUvxhOiVMos9APxmZqMllTJPCU/qMRWe2m9C2KfvECbmsUUiEyNm4k+rVVbQiZt6nxTWBb4CxuN5Wt/GM0VdFeIBMLNvJf0TT/C9P54h6hA8hoBQ50tJpcxi1wA3ALvgmadG4pmnLseTsL9OC1I7tgEtGtvb381YSLpi6M6Xt3yEOfn0z18K1d9jt4MK93HP9cUSr31RTDKIj/+cvtgFwPyTtn384iHzrV6o/s9nr1CsgxbsyIybqqg4VusxqBuZi7qdFMxsF/zBnafu7cDtqWKl6pxMagUREn9fHI6i43s13UcoH5QsN7MBNKaULJWdQ+NKp1R2RK3GFonUI/ViaK6Pu+xAJPWXlM47W7SNNtM7ktRD0nBJnTZ9YCTS1hj58jN3hRzNdbtSaA8kLYEntJ+7g4dSFjMbK+lsPCBvnY4eTyQysRJXCpFacCBwt5n93NEDyUJSyaX2ZmB1SYt15HgikYkVw4PX8hydnc5/B+2ApEGSrpB0oaQfwnG2pLLfn6TuwN+AB1LlwyQdF1RaR0v6XNJ2kv4i6bagY/ShpPUzml1Z0uuSfpc0WNJyiXanl3SrpC+CltE7knbNuI/LJZ0j6VvgeQAz+z78vH3Lv6VIpCsjxuc8OjtxUsjPjvj3tQqwN64FdHCF+ksCvYBXM84dDLyMC+/dAVwP3AI8jEdNPwPcJGny1HXnAIcDy+PBdQ9KmjKcmxx4DdgU12C6ELhSUnpLaCfcUN0H2DlR/jKwZoX7iUTqFgP+tO65js5OnBTy8xXwLzN738zuAM7GXVPLMTf+u/RVxrmBZnaZmX2Iy2f0AD4ysxvM7CPci2lGYPHUdSeb2UAzexvYFZgC2AHcLdbMzg5qr5+EWIN7aP72/6mZHRru471E+QhgnqwbkbSXpFclvTr+1/ZWE49EOh4zxe2jSDNeDG6cJV4AZpc0TZn6UwB/mlmWU/WbpR/M7BdgDPBW4vzI8P+ZUte9kLruLYKekaTuko6W9Kak7yT9AmyF6zMlGVxmvL+FMTfDzK4ys+XNbPnuPXuWuTwS6dqMt265js5O9D5qO0YBk0ma0szGpM5l6RL9mfoMxSbtfrh89kH4ZPELHnCXnljKvepPB3xboL9IpG4w6BKpNvPQ+ae19mOlIAlRYmVgRAXPotfD/xctc74lrFz6IQj1LQ6UtoBWBx4wsxvN7HXgY2ChAm0vjtskIpFIM1Q3K4XOfwftx2zABZIWlrQN8B/g/HKVzexb/CFbTCegMsdIWi+4jl6HC/HdEs4NBdaRtLqkRYBLgHkLtN2HhHRHJBJpxF1S6yN4LU4K+bkZV0F9CbgauJYKk0LgKtxrqVYcgWdOew1YENg0kUf6FNyD6BHce+nXMOaqSFoF95S6q4ZjjUS6FOPpluvo7ESbQn7GmdkBwAEFrrkeOFJSn1KGMzObJ13JzKZKff6dpvpGgxKf78/qyMx+wA3LZTGzvmVOHQKcbWa/lTnfyAToPqZzvw1NjC9zE60s84TxHT2C5nTAv58hxnUBd9M8TKS/iV2D8HDfFbhN0hrl6kmaIWgb9W2vsSX6nhpYD3i6vfuORDoLZjDelOvo7MRJIR9rAvuHB3fWMaDCtYsCQ83smfYZalMkzRwisT+WNFbSl5IekbQxeG4FXEb7pI4YXyTSWagXm0LcPsrHrImfN8VtCsmyzG2X4K30L5on5WkXJM2Dy1eMBo4E3sBfBNYBrqAxhuFmPOHOYmb2TgcMNRKZqHGV1Pp4h66Pu2wlZvZ16cCT8TQpM7Ofyly6HG4QfjBZKGmFoF30u6QhwErpCyUtKumhoI/0TdA1miVxfhJJ5ye0mM4PukaDEs1cFv6/vJndYWYfmNl7ZnYJLsNRur+ofRSJVCFqH0VqQR/gYzP7sVQgaSrgIVy7aHnco6hJQhxJs+IeRG8DK+IZ4qYC7kuI8PXDkwTtgccvdCNIXoQ2psNzTV8aop+bkBxTIGofRSJliC6pkVoxN64plGQHYDJgVzN728wG4mk8k+wLvGFmh4c3+zdx8boV8YkEPHL5TDO728w+wEX2vk60sQDup5HUN6pEPu2jMVH7KFKPuPdRniN3i9J+kj5NqB73qVC3lGgrfSxSk9tLEG0KbcsUwO+pst7Am6m39xdSdZYD1gj6RWnml/QBMAv+dg94ek1JLwNzhqKirywVtY/wmAsmn21Oy6oTiXRlSt5HtULSdriS8X7Ac+H/j0ha1MyGV7h0MeD7xOeaS9PESaFtGQUs04LruuFbTP0yzo0k3wrvQ3zV2xv4b476UfsoEqlAjQ3NhwADzOzq8PlASRviuwRHVrjuGzMbVcuBpInbR23LEGDhVDKe94AlgnZRiZWbXsZr+BvBZ2b2UeoYHQzbXwMrlC4Ink4Nn4PxeCBwQLBjNEHSX1JFUfsoEilDwRzNM5S2W8OxV7ItecbD5YDHUt08BqxaZSivSvpK0hOS1qrZDSaIk0Lb8hSe/GbJRNktwDjgOkmLSVoPODp13aW47MTtklaSNJ+kdSVdFYLNwJeeh0naUtLCuPzFrDQqrALsj28jvSpp26DbtIikfUnIdwei9lEkUoEJKNcBjCpJzYfjqlRTM+CSOSNT5SPxbeEsvsJXEVvjygUfAE9UskO0lLh91IaY2XeS7sH1j14PZb9I2hS4HH8zfx/PpnZ/4roRklYDTscf1JMDw/E3ibGh2jn4L1B/fCLoj28TzZxo5xNJywJHAWcCswPf4fEKDW8vUfsoEqlMyfuow/p3Z5IPEkUvhDik/wDP1rKvOCkUxMzuopgR9xTgKUknl2S2zewlPBVnkiZthqxs21QYxzjc4+jghgY85uG5VL2vgAPDUY782kfdYPzk+W3Nn/6ZZSuvLfNO2mx3rCIjV+xRuI8hY4slF1qxR9q/oDJHflZcTPe2+TNlsGpK92mnLXZBe7ghdNCzuYY2hVHAeBIvcIGZaepBWI2XgL/XalAl4vZRGxMihPtRTMa6KpLmDq6iC0taXNKF+DbV9QXb6YFvJVVTfI1E6hYzMc665Tqqt2V/4BkQ10udWg/4vwLDWprsdL+tIq4U2gEzu6ENmp2Axy6cjU/u7wLbAg9JWtXMPs7ZTi9ciqM/8EUbjDMS6RLUePvoPODG4Eb+PLAPnrPlCgBJNwCY2c7h88HAMOAdPM5pJ2AL3MZQU+JKoQVUEMbLI5BXtK9Bki5Jl5vZ52a2upn1MrOpzWwlYBXg4dKEIGmeMJ7lE+1NGQTxPpW0oJl9A9wAnFirMUciXY1aRzSb2e341u8xuL1xdWBjM/ssVJmLpvnVJ8NfAN/EbQirA5uY2T01uL0mxJVCy2iRQF5bImlKXPLirxXqTIvHP0wNrGZmpWjr/riH0n+CK2skEklRa0OzmV1Goz5Z+lzf1OezgLNqOoAyxJVCC8gjkJd4S99B0nMhlP19Sesn25K0hqSXwvmRQdhusnBuAM1lu+cpM6yN8Rea57NOSpoNf8MwYI3EhICZvY3LXFRM0hOJ1CsF4xQ6NXFSaHvOAi7CjUKP46J2swOE/z+CB7ktA+yOK5WeHq49CJfA6I+vRGYFPi/TTx9gsJll+X8siE8Ww4H1Qpa2NGUF8ZpoH/0atY8i9UmBOIVOTZwU2p7Lg2z1+/hD/nM8CAVc72QEsF8QvnsQV009QNKUIXL5D2BMYhVSLj9ilvheiQHh3OZmNqZMnbKCeGZ2VSkQp3vPYq6ZkUiXwKJKaqR2NIjdmdkE3Ld40VDUG3gxlJd4DjcqLVCwnyzxvRL34TkbKvk0lxXEi0TqHQPGTeiW6+jsREPzxEvRMKBRQLlIo7OAV4EBkrqb2YCMOlEQLxIpQ8mmUA90/mlt4qdB7C6I1q1IY46D94CVU4J5q+NbRqU4gz9wnZRqDKFxBdKM4L3QD7hW0u4ZVaIgXiRSATPlOjo7cVJoe/aVtE0QrbsA3/u/PJy7DA9YuUxSb0mbAGcAlyT2/ocBKwZvphlSE0iSgUBvSdOXG4iZnY/bNa6StHepPLizLkcUxItEylIvhua4fdT2HIFrCy0LfAZsaWZfAJjZl5I2woNSXsfdW2/BBexKnINLV7yL7/nPi08UTTCzt0J05N9xldVMzOwSSePwiah78JXeHBhuZlWFtUwwYdJqtRrZY7eD8ldO9FGEolpG7xyQ6RpekfW227VQ/S/XKGaemffavAHojSy/+8GFrynKKo+kxXQrMzTTIboCLdBK6vZb+7/LmnWsIF57EieFVpJDIO8DMyurkW5mz+BG4HLnh+KRynk4EbhQ0hVmNt7MhmWNzcyuIITTB/4NnJSzj0ikLukKW0N5qJvto7D1YpL6tnPX3SV9IGmNchVqNTYzexRfJcyR9xpJc+BxDENb03ck0rWJwWsTLe2pO1QjtgJGhBVBm2NmFyX0U5A0s6QLJX0saaykL4P20cah/hfAcXi+hUgkkoEB4yd0y3V0djrj9tFEpzuUhZkNC0bh94GTO2IMQRLjeWA0nvf1DfxFYB18+6gkuHUzcI6kxYLUdyQSSWJuV6gHOt20lkd3CEDSCpIGB02hIWTs20taVNJDkkZL+kbSrZJmCecWCSuP0ucpw5v2o4nr95D0UYXhLodvzTyY6rdVYwvnJwk6ST+E43xJl0salGimZFFdPkRVfxAipy8hkSI0iOA9j0tsRCKRDOrF+6jTTQp5kCeqfwj4BFge9wA6J1VnVuAZ4G08dmBdYCpcm6hbkKX4GugbLlkV+BlYTVJphdUXGFRhKH2Aj83sx1qOLVTrB+yCK6OujP9b7pBoYzpgQ+BSM2uW/iw5pkBZ7aNIpN4xYpxCZ2cHXCpiVzN728wGAqem6uwLvGFmh4e35zfxpDUr4g9rgKeBtcLPffEcxt8BK4SyNak8KWTpEdVqbAcBZ5rZ3SF/68E0TeW3AO559B75KKt9FAXxIpFoaO7s9AbeTL0hv5CqsxywhqRfSgeNCqTzh/8PonGl0Bd4qlQmaQHcy2dQhXFk6RG1emySegGz4G/3AAR11JcTbRT97SyrfRQF8SIRtynkOTo7ndHQXCu64ds4/TLOjQz/HwRcHiaA5cPnKfG3/W/xraFKKSxH4ZLYtR5bnsn8Q3zV2xv4b476UfsoEqlAV9gaykNXXSm8BywhKflau3KqzmvAYsBnZvZR6hgNkLArHI1PAN/gE8NqeJLtQVXGMQRYOCVN0eqxBWP61zRuY5V0lRo+B+PxQFyGe6r0wCT9JVUUtY8ikTKY1Y9Laue/g2xuAcYB10laTNJ6+IM9yaV40vrbJa0kaT5J60q6StLUiXpP40mynwJ3NcXfqLei+qTwFDA5CU+fGo7tQuAwSVsGXaVzcdfc5AJ2f3wb6VVJ20paOHhV7Yvnek3Sh6h9FImUpV62j7rkpBD26zfF3UFfw717Dk/VGYG/8U/AH4bv4A/jseEoMQjfZhtUpSxrHN8B9wA7tsHYzgFuxLOyvRjK/kvChmFmn+CaS4/jwWlvAk8CmwF7lepJWgWfhO6qdD+RSD1TL95Hys7eGKkVkhbDVwwLmNnPbdzXEOA5Mzuw4HV3AkPM7LRqdXvMMafNcdC/c7f96o7nFRlKixgytpjx+9Rd/lm4j8dv71+o/ou/l0uQl02vbmOrV0rx04RiQoAt4aSl16peKcHQ48uqt9eOgo+sTw45NLNc0mAzWz7zZIrJF5jd5jlr7+oVgQ+2Pj53uxMj9WxobhfM7B1J/XB10zdq1a6kuYEN8O2tSYE98W2qPQu20wNfQZxfq7FFIl2Renl97pLbRxMbZnaDmWVOCJL6hsjpGQo2OwHfAnoPd2ldGdjIzF4t2E4v4F9A2TwMkUjdY/WzfRQnhU6KmX0OfAqcaGZTm9lKwFBJz0j6Nfx/nuQ1ku6WtFeqnW+AG3DZ7UgkUgaboFxHZydOCh2IpMlace2cwBa4obnEucCXwNLAVyTkMyRtAcyICwim6Q/sGKQxIpFIBtH7KFJzJA0KonXnSPoWF6ErsZSklySNCZISy1ZpbjvgbTMbnijrDVxvZh8CA8JnJE2DTxh7WYZngZm9jctcbNXim4tEujBR+yjSluyExw70wfWMSpyOi+Mti+sr3RwC0srRB0jbD94A1g3BcuvTGItwBjAgBOOVo6wgXlL7aELUPorUI4bnic1zdHLipND+fGpmh5rZ+2aWFKs71syeCg/uk4BFgNkrtJMlttcvXDcMj4PoJ2lVfAK5XNLNkj6RdEtYPSQpK4iX1D7qFrWPInVK3D6KtBWDy5QnI4xLD/uZKrTTTGzPzL40s03NbC4z2xSPvL4S2BtfhYwDFsI9l45NtVdWEC8SiRBWCzmOTk6cFNqfcvsvfyZ+Lv1qVfr3GQVMW6WvI4BnzOz/gLWBO8xsHHBr+JwkCuJFImXJZ0/oCjaFGLzWeRkClA0flbQI8E8aVVq74UFu4PkcuqcuWRxP7BOJRNIYXcLdNA9xpdB5GQisnMgC10AwUF8FHJKQ1ngO2CeI5+0bPpfqT4nncIiCeJFIOepk+yiuFDovD+N2gA3w3AtJ9gK+NbP7EmUn4AJ6r+KusCckzm0ODDezZ6t1KkAT8g/yi3H567aUFXuk8xhV5ss1iptOimoZrTx5eiFWmS0+3LJQfYB7FxxY+JrCTDF5sfrt8FC0Dntq1cdKIU4K7YiZ9c0oG0Tqty3Ic1f8DTSz8ZJOBQ4hNSmY2ZW4gTlZNgrYqExz/8Y9niKRSDm6wCogD3H7qA2RNKmkDySt0cp2TpD0dsapq4EnQnrOlra9JrAwcF+1upFIXVMn20cdPilIul/SE2XO9Q5iceuHz5Y4RoeAqok5CncvYISZtYkB18zGm9lpIRNbS9t4GvgfvuKIRCJZxOC1duVaYK20eFtgd+Az/KFVYk88w9gKeATvnSFJzERFMPb+C7+/iZKE9lJ/YN8so3UkEnFi8Fr78RCejH7XZKGkSYF/ANeZWdK0+aOZfR0if/fBM5FtFq4ZIOlBSYdL+lrST5LOkNQtbMF8E8oPT/V1iKQ3g7rol5KuSeYwlnStpHckTRE+d5f0rKQHK9zXcnhUcUMdSfOEVc7fJT0t6TdJQyQtKWlxSf8XxvCcpHnTDUraQ9LwcN29SbltSStIekzSKEk/hzZWSV1vkvaXdI+kX4FSUp3H8DiFvhXuJxKpbyYo39HJ6fBJIQRTXQ/soqYJ7v8KzEBTFdD0tX/iQV+TJorXwBPa9MUnjcNwT50ewOq4180ZkpZLXDMBOBhYDNgBWBG4OHH+X6GPkuro0fgDf7cKt9YH+NjMfsw4dyKeHnMZ4Ec8mOzi0O6KeF7ni1LXzIPrJm0OrBv6vy5xfmrcu6hPaON14GFJ6TwJx+PfxxJ4ik/M7I9Qv6r20fiofRSpU2T5js7OxLJdcC2ep3hd/K0VfOvosZA3oBkhY9h/gGmApE3iJ2B/MxsPvC/pUGBWM9swnB8q6QhgLYLkhJldkLh+mKTDgPsk/dPMJpjZr5J2BJ6X9B1wJLBZyEVQjixtohLnmdnD4T7OBR4gaB+FskuAS1LXTAHsXFJFlbQ38KykBc3sQzN7MvX9HAhsjXsc3ZQ4dbuZXZMxporaR3jcA5PPMWcX+LWPRArSRYzIeejwlQJAkHp+mvDmLWk23P8+az/+Rkm/AGNw42g/M3skcf7dMCGUGAmkPXdGktAVkrS2pMclfSFpNHAPHvU7S2KMrwCn4ppBV6X6zKKZNlGCpM7RyPD/t1JlPUNQWYkvUzLZL+ErnJI89kySrpQ0VNJPwOhwj3Ol+i6XmS1qH0UiZclpZI6G5ppyLbCFPNHLLsD3ZLtJ/gdPIjOrmU1nZuemzv+Z+mxlyrpBQ67jh/C0ltvitoDStlBDEpxgOF4dGA/MHz5XopI2UZbOUVHtozTX48b3fwOr4t/RFyTuIVBu/ydqH0UilYguqe3OXfib9U74Q/mGYDNI87WZfVRl66YIy+MPzn+b2QtmNhSYLaPeIXiugzXwfMgHVml3CLBwyk7SGmaXZ1srsSL+71eS314duNjMHjKzd/CVwqwF2l8ceK0mI41EuiJxUmhfzOw34BbcEDw/7efK+SH+PRwsaV5J2+NG5wYkLYVvHe0ZFEf3A86UtFiFdp/CDcZL1micvwHXS1o6eBVdATwUtt4AhgI7SVpU0grAbcAfeRoO7sCz02jPiUQiaepkUphYDM0lrsHF2v4vlYCmzTCzNyUdhBu6TwH+D09WczuApMmBm4FbzOyecM0tkjYCbpG0opmNzWj3O0n3ADvinj2tZRj+oH8A98p6DNgjcX433Bg8GDcan4DnZM7D9rhR/7NqFU0wYbL8v/kf/5l2fqrOhILvKkd+tnqh+vNe+3Gh+gC99mz2T1yRolpGLdEx2uLDDQpfUxSbtdi/n7XDa2a3sR2wb2+gLuBumoeJalIws9eooPljVcTKzWyXjLJNM8pWTn2+iOYuoHckfl48o41/VBpL4BTgKUknm9nPWZpGZvZqRtmjyTIzO4FGAbursjoyszeAlVLFN6bqNPv+ghfXvvjEEIlEylHjVYCk/XAb6azAO8DBlUQp5ZI05+Gu8yOAs8zsitqOaiLaPuqKhL39q4E3JRWTzUwhaZikfrUZWRPmBt4H/t4GbUcikQwkbQdciAeQLoPvUDwiKe0tWKo/Lx5f9H+h/unAxZK2rvXYOs2koIlIIym0u03O6usBx6fcZCcagmF9R+Cfkubr6PFEIhMrNQ5eOwQYYGZXm9l7ZnYg8BW+as9iH1xH7cBQ/2rc47DmL4qdZlKgE2okSVoVWISmW1ETDXL5j+5m9i1uoyj3CxmJRPLHKcxQUgAIx17JZuSaY8vR3LHjMdydPItVMuoPBJaXSwLVjM40KdREIynoFl0r6dOgIfShpMPSrqOS/inpLUljJY2UdH0oHxaq3BlWDMMozw7AE8GzqtTuCZLeDu0Pk2sd9Zc0maT9JH0u6TtJ52W4s04l6SZJv8g1nJq8Jai6htMu4dqN5VLcfxCC34D7iXaFSCSbvJ5HvlIYZWbLJ460HXAGPB3uyFT5SBIBsylmKVN/ktBezeg0k0INNZK6AV8Cf8MfiEcDR5GYbIKExJWhzSWBjWmMil4h/D+5EilHH7IjiOfBNYw2BbbCg+buD22tj3sVHQikXVgOweMSlsU1jE5LbYtV03ACd5M9Ftgbz/Fc8jh6GY+FmD89WEXto0gkuqROpLRaIylMEMclqgyTtCz+llyKjTgWuMDMzkvUK+kkfRuCmX80s6+rjLec/lF3YNeQB+FtSY/iYnSzB3G69yQ9j+sz3Z247iUzOzX8PDTEIxyCy3JU1XBK9H2AmQ1Ojak0znmAJj6bSe2jHnNG7aNIfVIkDW0VRuHKCDOnymcGyj1Tvi5Tf1xor2Z0mpUC1E4jSdI+4c3321Dn3wSNIEkz4YFcmUbtgpTTPxqeSowzEhgaJoRk2UxNL+OFjM+Llj4oh4YT/kv0esaYSltcUf8oEsmiRiuF8Hc+GHdCSbIe7l2UxQtl6r9aRvmhxXSqSSHQKo2k4Ap2ATAAn1CWBi6juUZQLSinf1RInykPyqnhBIwt4wk1Xfh/1D+KRFLk9Twq4H10Hr4VvkfwnrwQl9e5AkDSDZJuSNS/At/evSDU3wN//p2Tbri1dLbtI3CNpIvJqZGUUb46vg3TIE2d3Ec3s28kfQmsAzxeZgx/4tsw1RhC4k2+Bqyc8bkU+Z3UcBoPIKlZ4F4FFsfv661qFSORuqSGCqhmdrs818kxuG3ybWDjhKrAXKn6n0raGDgf9xIcAfzLzJLbyzWh000KZvabpJJG0rQU10gais/QGwEf4UFbawI/JOqcCpwvaST+9j0lsE5CkXUYsI6kp/E37+S1SQbiNo9asbKkI/GJsS+wMx5jAE01nO7BJ4yDC7TdB3jWzMbUbLSRSFeixtY0M7sM36XIOtc3o+xp3MmkTemM20fgGknT0jKNpCvxuIFbgFdww2oT+W0zuxzYH/cweht4FPfoKXEobgT+HF8NlOMmYCFVFs4rwnm4N9QQXELjODO7K4z5TeAg3H7yLu7BVCSwZXs8+joSiWQQM69NxLRGIykYeXan+Rv8Sal611JmFWJmD+DCdNXG+YOki/AH9e6h7AQadYxK9Q7IuPbvqc/z5OivooaTmQ3AbSlNkLQJ7g1xV7U+ZND99/zL6Pkn/S533ZZy2/z3F6q//O4HF+7jpwk9CtUvKnDXEnG7lojoFWXjr9YvVF8TpmmjkTQyoUcHPHmtpt5HEzWddaXQmTgN+KS12kdtTE/cRXZcRw8kEploqZM4hbqfFCRdImlQwWsWkfSCpN8rRTSHaOtX8L36FmsflaKgW3p9lbaXwI1XbdJ+JNJliJPCxIEmIiG8BKfg8Q+LUDmieS9cxOqZNhhDTTCzt4AX8S2uSCRShnqxKUz0kwITpxDeAsBzZjYsiMk1Qx72/C/aL4NcYYIwF7icx76SOqWNKRKJ1I7OMCnURAgvXNNd0jmSfgjHBaTiDeQcJuljuWDeW5J2Spw3YCnguLAiOaHMuJcDFgQeTFw7T7jm75KeDu0PkbSkpMUl/V8Qs3tOrp/ehBDoMjxcd6+kGRLnVpD0mKRRkn4ObaySut4k7S/pHkm/4vYOcMmQ6XA310gkkkXcPpo4qKEQHrgr6Z64GNwq+ISwY+qyU/AVyP544NnpwJXBQwd8FfIB7sY6K+UjCvsAH5vZjxnnTgTOxJNl/AjcigfkHY2L2E1Ocy+iefCAvc1x7acFgesS56fGM631CW28DjwcAmSSHI8n61gCuBQaPLJex+M1mhEF8SJ1T+0jmidaOst2QauF8ELxwXgKuztCnYNwqYvSNT3xvfX1E2nxPpW0Ij5JPGRmX0saB/xSRRCvnBgewHlm9nDo81zcvfVYM3sqlF0CXJK6ZgpgZzMbHursDTwraUEz+9DMnkzd/4HA1sBGeLxEidvN7JqMMY3AJ55mJAXxJp8jCuJF6pQ6cUntFJOCmX0Yood3Ax5ToxBeVgrJGyUNwB+iPxGE8CT1wt/sG0TlzGyCpJeAOUPRovhb+qNhm6jEpHgUcxHKieEBvJn4uaSR/laqrKekKRMRxl+WJoTAS/ivaW/gQ7mQ38l4UN3M+CpoClLh8mRLeYML4kUxvEgkA9E1VgF56BSTQuBa4OqcQniPAj+b2TcF+yhtT/0VGJ46V1SJcBS+PZRFsi2rUFZke+96fDL4Nz6BjcVXSGmhv3L7P9NRfOKLROqHOpkUJnqbQoK78DfvXEJ46QkhSFV/RUJULngIrZio9i7+MJ07tJE8PqMYQ4CF1Tx7WkuZXdKcic8r4v9+JZmP1YGLzewhM3sHGI2vjPKyOPBaTUYaiXQ1ok1h4qMGQngAFwJHShqKb9fshz84vwp9jJZ0DnBOmDCeAabCJ5IJGWn1KvEUvhW1JNn5C4ryG3C9pEPwbZ4rcBvHh+H8UGCnsB3WEzgLT7dZleDuOzvNc8BGIpESXeCBn4fOtFKA1gnhgXsM9Q/tvITf/82pOsfiE08/4B1cPntr4NMiHZnZd3iSm7R3U0sZBtyGG6WfBD6hqZvubvgENjjUu47820Hb40b7oquhSKR+qBOX1E6zUoDWCeGF8+PwPfd/V6hjuHtoOrdxss7iVQfrnAI8JelkM/vZzIaRGr+ZvZpR9miyLCWil7laMbM3gJVSxTem6jT7foKX1r74xBCJRMrQFbaG8tDZVgoTFZJ2kafzzCTs7fcDsgLR1pQ0tLVCeZKGSSoikZ1mblwhdZZqFSORusVwX788RycnTgptjJndEN7i05wNnNoSoTxJR0i6t9WDA8xsKC7HcUYNjeKRSJejXgzN8SHQAUhaFRfTu6Na3TJsDtxbswF5hPPUeKBbJBLJok5sCnFSqIKkNSS9KOkXST9JelnS4qk660h6O+gWPZWlW5RiB+AJM/st1c6RkkaGvm6QdLxS0tySZsHzMT9IBpJ2CtpHJb2nnqGtX0LbR0p6MAT4ARBWKw8T7QqRSFniSiFCUA29D3gOF8FbCbgA34Mv0QM4Evf+WQX4C+4uWok+pCKLJf0d1yU6Gs/D+h7ZctabAS+Y2aiM8R6EG8g3NbNSOrJzcU2jLYG1w330yWj3ZaL2USRSnjpZKXQq76MOYBr8If+AmX0cyt5P1ZkE2N/MPgAIcQ7XSVLwZMoiSxfpIGBAQpfodElrAQul6mVuHUk6Gc/fsLaZDQllU+GT1c5m9ngo2x34ImNMI/AAuUnSGdii9lGk7ukiD/w8xJVCBczsezyn8UBJD0k6RFJaS2hsaUIIjMClJaat0HSWLtIi+Nt6kpeSH8JDfh2ay3scBBwIrF6aEALz47pNDe2a2a9kZ1n7DXeDnbzCuCORukQFjs5OnBSqYGa74ttGz+BbNx9ISmZZT+c1zqNbNIrKk0Y5NgQ+SqxaSjwX+m2NTWA64HczK+tiG4nUM5qQ7+jsxEkhB2b2hpmdaWZ9gUHAP1vZ5BBckTXJ+zRP7bli6nM5r6PBwPrAIZKOTZR/jAvtNbQraUpc5yhN1D6KRCoRbQqR4EW0N3A/8CUwH65ldHkrmx6I54NIciHQX9IrwLO4YXgl4IcwlkmATUjkf0hiZq/Ic1U/FswZp5jZL5KuA86UNArXeDoGfxlI//r2wdVlI5FIFl3ggZ+HOClUZgxu6L0Tz/I2EtdKOrOV7d6EP6gXC1HPmNltkuYDzgCmxHWTrsBXBwBrhPGUy4eAmb2cmBgws1PwiOqe+MT2C3A+LrHdYNOQNDuwKq5AG4lE0nQRd9M8xEmhAmY2EtiqwvkBuCE6WTaIKvYmM/tB0kW4y+nuifLTaMybjKT/Ah+Fj5sD96c9msxsntTnl3GPqdLnX/Bc1v8IbfbAM9A9nLjsYNzzKcsrqQndphhHzyW+r1atgUPmWz133QYmFAvy7j5tMfPMKo+8Wb1SipOWXqvYBVMUs9fbrOmsqdXZ+Kv1C19TlIeHFBPOnf+2fQrVb8mDtvtvHWTOjZNC50bSP4F/mtnaHT2WMqwGTCKpu5mND3v9++JbOONwZdbNw//BFVtfyGypApKWwbOzvYxHLR8OzESYOMIksQewXWtuJhLp6tTLSqGqoVnSAEnNomclLS/JghY/kpaSdKukzyX9JukDSYel9XQkdZN0oKTXQ72fJT0pqZnEgpw9JL0gaXSo+1pod5oKY54MOBU4Mcd30FGMBwYntI8Ml5kYgud62A7Yycz+Cx4rYGZvZbZUnUNCu0/iW0df46lKMbOxwHH4ZBGJRMoRDc2FWQ74Ft+mGI57zlwd+jgtUe8W3LXySNzgOgWwM/CgpAPMLGnEvRF/Uz4N98X/BlgMOCD8PKDMWLYBfjOzp2txY+1BSCK0Je6uunCQ2a5Fu0NwWYwG0tIZuJ3knKSNIxKJJLCu4W6ah5q5pJrZdWb2LzMbZGafmNltuJdOafsDSX/D34B3MbPLQ713zOxwXJ7hAklzJOruCOxoZieb2ctmNiykm9yIyoJwO5DSBiqteCQdLunroGN0Rli5nCDpm1B+eOo6k7SvpPskjZHLXa8laQ5JA4Pe0euSlk1dt5WktySNDaunoyVV2wzdCHjfzIZJmif0/XdJT4dV1RBJS0paXNL/hb6fU0prSdLekj6S9Ef4/56VOg1Bes8TtY8ikfLUyUqhreMUpiG4VAZ2BD40s3sz6p6NRwJvnag71MzuyWrYzH6s0O/qZHvprIHnNugL7AMchhtce4RrTsAlpJdLXXcMns1sqdDubXg60MuAZfAo5gGlyuH6O3EPoiWAI/CV0QEVxgywBc2jlU/EvZ2WAX4EbsUn0KPx1djkwEWJvrcELsE1mhbHXV0vk/TXKn3n0j4a99OYKs1EIl0PUT+CeHm3jzZU82QyFSeU8Oa8C03TUS5EY6L5JpjZl5J+BhYORQvSXGeoKpL+AvSiubYQ+D76/mEf/31JhwKzmtmG4fxQSUcAa+EBYSVuMLNbQ/un4W/UA83svlB2Fp5hbYYgVHcI8LSZHZ9od0F83z4zo5ukSYGNcdG6JOeZ2cOhzrl4Os5jzeypUHYJPgmU6AfcaGalsqFhkjo8XFuOEcA8WSeS2kdTLjhrF/i1j0RaQJ385uddKTwDLJ06dihXWdLCwEPABWZ2dwvH1lK/synC/9PaQgDvppLajKS5DtBI3DsnyZup8+DG4HRZ6bre+HZMkudwwblyBvI1gZ9DytGiffcM3kuV+k5HUKf5jcbvLhKJpJBZrqOzk3elMMbMPkoWhDfyZkhaBHgKuM3MjkidHoo/tLKumx3fbhparW4VvsPn9Czn9T9Tn61MWXqy/DN1vlxZnkm23G/NFniAWZpa9V3tt3U63FEgEomk6SL2gjzU1KYgaVFcG+hOM/t3RpVbgAUlbZFx7jDgD+CuVN3M4LFyk5KZ/QG8S/U347bkPTwOIcnqwBdmNrrMNZtRm2xq5fp+t8p1UfsoEqlAFMQriKTF8BXCIOA0SbOUjkS1O/CH/gBJ+0iaV9Kiks7AjbAHJ6Jq7wBuB26WdKykFSTNLWlDSQ/hb9blGIg/CDuKc4E1g1fTQpJ2BA4FzsqqHOwv0wC1cKE9G/iHpP0lLSjpQNyuk9l3gqh9FIlUIBqai7Mtvqe+Hc2jYwVgZibPMHYAHr17Ph69+yqeLeyR0gWh7vbAnrgUxOHABFz581agkq3iauB1SdMFd8t2xcxek7Qt7jl0FL7vfwZNDcJJtgAeNrP0VlZL+r43TAT9cA+kz4D9zKyskVnSKrhx/q5ydSKRuqcLPPDzoPLJwTo3km4D3jGzkzt6LNWQ9AZwqpnd0UH93wkMCdpLFekx55w2+yEHt/2gilD0V7g9pHMKjslasGZvj62KouP6+O/VMtE25acJv1WvlGK5W7Oy1Jbnk0Oz60sabGbLZ55M0XP6OW3xTbJ2xJvz8o2H5m53YqRL5VOQ1DcEfM2A2yh+rnH7/SUdV+M2J8PjGR6pVrctkGsf9aZp3ulIJJImBq91bsxsuJldWKv2JC2Bb/Nc0MLr388ysJvZH2Z2YgUDdLqdQUXOSdo2BJ79mIi+bkgSFLSPtgcOl9QrzxgikXqjnoLXusykEN6425IDgbvNrPDqI8RtzAUU0yFuvL63XPYjWba0pM0qnQsfvwNOAVbGEwT1B66VtHGpfhDa+4SYTyESKY9ZvqOT02knBUmDJF0u6RxJ39I0YGspSS/JtYpeba0ukaTuwN9IRQRLmlnS/UGX6DNJu0p6W9IJqSY2Bx43szGJLa6NJA0O1z4r11JaU9Ibkn6R6zSVRPa/AdaTdDvwF0kn4t5En1Q5h5k9aWb3mtn7ZvZxWD29iXsbJbmfqH0UiWRj0SW1s7ATvrLrgyutljgd1xtaFn9Tvrn00FfLdImWxL1z0npK1wNz49IUm4fxzJ1x/RZkaxodjKfcnBZ3vz0O2AvXZloM12LCzL4zsz1x6eulgAXNbH0ze7vSufQg5KyDS4k8kzr9MrCipBjVHIlkUC+TQmdPsvOpmR1a+iBp5vBjUhvoJILEBPAFLdAlwh/0huc4LvW1MJ4veRUzezGU7QIMS14YxrQCjWk1SxxrZs+GOleEvpcryVxIuh6XAEfSdHh+iOmAN4APJT0K/Bt3d808Z2bvhet74Tmme+AG5f2T7r+BEcCkwGy422/yHvbCJ6vCWc4ikS5D598ZykVnXykMLlOe1AsqCeO1RpdoCuBPM0u+ByyCx000rB7M7HOaC/H9FXjRzNISEnk0jUpjngUYZGbbAT+GCe1IXGCw0rkSo3G9qhVwddXzwoohSck3sNlKIST4Wd7Mlu/es2f6dCRSF3SUoVlSD0kXSxoVnEXuV0gxUOGaE8I2dfL4Ok9/nX2l8GuZ8lrrEo0CJpM0pZkV1Y7eguZbR5AxxlTwWoMGk5m9S0qmIiTPGRI+VjpHmMxK2lWvS+qNB9U9kbhsuvD/qH8UiaQxOtKIfAG+07A9vh1+Hp6UbLmUwGeaD/Ct6BK53M47+0qhJbREl+j18P+kntL7+PfXkHshzN6zJT73BNahNppGAJhZ35acS9EN30pKsjjwpZmNzKgfidQ9HbFSCFu/uwP/MbPHw/byP3A757pVLh9nZl8njlwvfPU4KRTSJQIIX+ZrJPSUzOwDXGPpCkkrS1oad/ccQ+OKYwPgk7TCbHsSPKvWlTRfcF89FP+luilVtQ9+P5FIJIuOCV5bDrf1Nbizh23q94BVq1w7n6QRkj6VdJuk+fJ0WHeTQphpt8UzvL2NaxJV0iUqcRVNEwaBJxH6AhcBvB/PdfwNjbkctiB766g9mQpPi/oObkvZGtjZzBr0CCRNDmyJa0ZFIpEUMkMT8h3ADMEVvnTs1YquZ8G3fUalykeGc+V4CX8+bYjrx80C/F/Czb0sndamkLVVYmaDSCnbmNmwjLJ7cJfUIlwPHCmpT8lryMy+xg3JAMjlNa4CPgqxDZvgeZerjfGujLIrgGJCMhmY2ZG44bkSuwMvlbyoqjdaYADtoTNUlJa8zU2M99EOFN0OKapl1Ktb5/GALvBdjKqmfSTpFNzpoxJr5e4xRdq7UNKLeOzSP3GbRFk67aTQ3pjZ75J2ptEgi6S1galxr6GZcNfQUbgE9fS4Cuwr7T/awvyJR2xHIpFy1HZr6AKab+GmGY4rEXQHZqCpE8jMwLN5OzOzXyS9g6c5rkicFApgZumAr0lxCYn5cFvCi8AaZvYr7hl1SpH2JT0F9DezG2ow3Lx9LgEcT1MX1kgkkqKWRuSQyz29JdS8T2kw/tK2Hp54rOTQ0hv4v7z9hS3iUlbMitSdTaGWmNlAM1vCzHqa2Yxm9teWGpUlbQLMidslWk0wfo8K21hlCbpHL+JBfZFIJAsDJli+o5bdmv0EXAucFRxGlgFuxOOc/leqJxfcPCDx+ZwgmzOvpJXwXCk98W3wisRJYeLhIGBAFb/jImwOPJizvf7AvpLiyjESKUfHSWcfDPwXl8J5HvgF+Gvqb3thfIupxBx4MrIPcPvpWGBlM/usWmdxUqiCPP3n6NIDU9ICITow6b1ziqT/SeomF9g7MNXGQuGaZdPth/Mz4j7HacE9k7SvpPvk4n5DJa0VxPMGqlEKO6vdzQmeT5KWkPSEpJ+D2N4bkpJGrMdwW0nf4t9QJFIfdFREs5mNNbMDzWx6M5sy7Eh8nqojMzsh8fnvZjabmU1mZrOb2dYhCLYqcVKoznPA5EDJm6AvvhfYN1GnLy41MQGfndOuqzsC75V0jTJYHZ/Jm4nYAccAt+Fid6+Gn68FLgOWwWU1BiQvCFpO89Do23wLrtu0Ii53cQKNbrOY2R94gN6aWYOTtFfJvW78r+WCyCORrk0Bl9ROTZwUqmBmv+AaS6U36754TMPckmaVNCWuKTQonL8JWEnS/IlmdqCyp8HcwDdltnpuMLNbzexD4DTcy2mgmd1nZkPxoLslgjtsiS2A/wWDd6n9x4N89kdm9l8zeyHVzwh8Isn6DqL2UaS+ybt11PnnhDgp5GQQjSuDNfHUmS+FslWBcbj0NGb2Ju6iuiNAMPLMT2UD8hQk3txT5BHOg0bxPEhsHQXOA66R9GSIcF4ko5/fyBDDi0Qipcxrluvo7MRJIR+DgNWCkNw0+MphEL566Au8ELZgStxE4xbSjsBzVQw8o/CcCllkifuVFfyTNBOeo6HBPhH2GhfFNZhWBd6UtFuqn+mIYniRSHkm5Dw6OXFSyMdzuIDcYfgDfjxNJ4VBqfq3AAtIWhnYjupBKkOAGVNbQC3lr3h08jfJQjP70MwuMrNNcJvEHqnrFsf1nSKRSAZxpRBpIGFX2InG4I8XcbevlUlNCmb2BfA0LlPRC8/0VokhuGbS6lXq5aHJ1pGkKSRdKk8DOk/YzlqdhNy2pHnwJEQtyiEdiXR5ok0hksEgPAJ8ELjsBW5XGEuwJ6S4CfcYetjMfqjUcFh5XEdzr6VCBKP3ujS1J4zHt6YG4D7L/wVeoGmw2vbAY3l8mCOR+sQ8n0Keo5MTg5VyYmZH4Pmck2V9K9S/Dn/Q5+V84F1J85rZp6GNtEjeKJoL571fKpO0JTAseCWVzv+Bez9lIqkHsC8+MVRFBt3+yK8ON26qFmyyFhWfK1i/228teRcq9sduBf+yuo0trrg3oUfbP4C6/1ZsXMvd2vaB8R/teHnBK2ozpq7gbpqHuFKYSAg2gHOBZ6pJU1TgVzzXdBHmxg3MK7ewz0ik62OgCfmOzk6cFCYutgSOaanUhZk9ZmYNXkeSHpV0cJVrhuK660eHLE+RSCSLOtk+ipPCRIKkVXEVwztq1N7UuHfUvdXqBlG8T3BDeiQSySIamtsXSYMkXS7pXEnfS/pW0kGSegTvmR8lDZf0j9R1Z0j6QNJvkoZJOivIxCLn8aBLVNp3n0rSh5IuLTC2FyUdkfh8U9AlmiV8nlLSWEmrB0mIkektIEm3SLq/Qjc7AE+Y2W+Ja06Q9Lakf4Z7+1VSf0mTSdov6Cx9J+k8Sel/y42A90OSISQdJ+mzMM6vJaXlue8np10hEqlHoktqx7AjMBoPvjoDT0RxLzAU1x66Ho/MnTVxza/Abri++H7A3wkZjczM8ExDSwP9Qv2LgD8Sn/MwiKZaR2vSVP8oGdV8J+6Gul6psqSpcFfRSvEKfXBtozTzhGs3BbbCU4nej0trrI/HGxyIbz0l2YJGQbyt8fvdD0+ysSnNPaZeBlaU1CyqOWofRSLE7aMO4h0zOyHo/JyHP3j/NLMLQ56Ck3Bfk9VKF5jZyWb2vJkNM7OHcX2g7RPnR+APzlMknYxPPDsk38hzMAhYXdIkkhbAH/pX0lQP6QUz+yO4nz5MU/fSLfBJo9JKYW5cfyhNd2BXM3vbzAbiWd2WA/Y2s/fM7L+4nG6D6qmkSYGNadw6mhsXxHvMzIab2atmls5JPQJPGjRbegBR+yhS78gMjc93dHYmtkmhQecnvOV/Q0Lnx8z+BH4gofMjaRtJz4UtkV9w1865ko2a2b14lPExuCH3jYLjKkU0r4BPAM/hCS76hvN9aRrAdhOwRYgbAJ8g7g6xDeUop380PCTaKDESGJqS1RhJU+2jNYGfE6qsd+JKr59KulbStsEVNUlpkoz6R5FIFnGl0CH8mfpsZcpKOj8r41LSA3F5h2XwB/+kyQuCjWEFPJBrgaKDSiml9sWjml8E5gorh6RKKsBD+Mpg86BFtC7VpS7K6R8V+k4CW5BYlQTt9YWBvYGfcdfXwZKSr/2l3NNR/ygSyaJOJoXOHry2GvClmZ1cKpA0d0a9s/E3/fWAgZIeMrNKWzlZDMInhUWAC83sd0kv4faLBpVU8KQYku7EVwgzAF/TXB8pzRBctK4WbIbbWRoIq5SHgIcknRHGtBqN0haL49/lSCKRSFOMLiF2l4fOPikMBWaXtCMu3bABKQ8aSRvhb8h9zOwlSSfgxuolzezrUOd94JKMffYkg4BDgTE0CscNwieFp1PbOeArgyeAeYFbQwKeSgwEdq9SpyryLGzT4NpLpbJd8H/rl/BUftvhq40PE5f2CWOIRCIZdAXPojxMbNtHhQiBWmfjXkpv4iuB40rn5Wku+wOnmNlLofgM4D2gf8lNleb5TbN4Lvz/2URw2SASekgpngW+xN/+q20dEeosJGmxHHUrsQWut5TcYvoRn3CexbO7bQ1sVZLTCNtrWwJXt7LvSKTrUifbR7IucBNdhbCtM6OZtXjFIOkN4FQzyx0EJ2l/YHMzW79a3eWXX95efTXLczYS6VxIGmxmy1evCb2mnNVWWSDfn+XAt07N3e7ESKdeKXQGJC0fAt3mqVJvQdwO8GU57aPgaVV2Fpc0GXAPnhku7/h64K6+V+a9JhKpOwwYb/mOTk6cFCYeTgMuNbPjWqF99IeZnWhmowtcMxY4AQ9si0QiZYgRzZF2Q9KcuC2gfwcN4WY8OK+19oxIpOtSJzaFOClUQNKGkkZLmiR8XiBsBV2RqHOKpP+lrnlf0u+SngUWytHVdsDbZjY81f/OQa9ojKQHgZkzxvhXSYNDf59KOjVsI5XOzyzp/qAN9ZmkXYOe0gmlOmb2PR4VHbWPIpEsDJhg+Y5OTpwUKvMcHglcMhr1panmUalsEDS88d8LPI7rLV0MnJWjn2a6R/K0mQOAq0JbD+B7/8k6G+Bv+ZcAi+E2iW3wragS1+MyF2vjGko7hc9pXsYjoSORSDNyrhK6wEqhs8cptClm9oukUiTzi/gEcAlwRBDl+wmPZi4pqO4LDAf+FWQ63pe0EHByuu0UcwOvp8oOwlVTTw2fh0pagaaxDEcDZ5tZadvpY0mHAzdJ+g++StkAWMXMXoSGmIVhGWMYgYvvNUPSXsBe4eMvkj7IqDYDPmEWoeg1bV2/PfqIY2qb+i25ZuFCrXeBB34e4qRQnUH4ZHA6/iZ9EY1yF9/SNJq5N/CiNfXzfSFHH1m6R73x1UGSF2g6KSyHK5sms611C+3NgkdfTyCxCjGzzyVlCe/9RhndIzO7Cl+xlEXSq0Xd8Ipe09b145jqb0xF2o+TQqTEIOAASb3xSOHBNEpefENQR21lH+V0j6rRDTgRF7xLU1TDaLoWXBOJ1AdmML5FToGdjjgpVKekkHoY8JyZjZc0CI/+HYlLWZd4D9hakhKrhTy5j7N0j97LuDb9+TVgkSAr3owg39ENX1G8FMrmIEMeG9c+ei2jPBKJQN2sFKKhuQoJhdSdcHVUcPvCHPhDelCi+hX4vvwFkhaWtA2wT45uBgIrl7ycAhcB60o6UtKCkvakeSKdk4AdJJ0kaXFJi4QAt7PC2D8IbV8haWVJS+Nur2NonjiwD00nuKJU3F6q0TVtXb89+ohjapv6bdtHHXkfRZmLHAT5icOBFczs1VA2CDcyT5vcPpK0CZ4gaG58MrkM1zWat5QaM6P97rjxdx8zeyhRviu+PTQjPvk8BFxsZkrUWR84Fl8NjMNFAgeUxP3kKUOvxnWhvsG1oY4FrjKzM0OdVfDEQLMVTD4UidQFvSab2Vad+e+56j76xUWdWuYiTgoTCZL2AbY1s3XauJ8ZcE+j7c3s7lB2JzDEzE6reHEkUqf0mmxmW3Wm7XLVffTLizv1pBBtChMPVwPTSeqVyrTWKiStDUyNZ7CbCTgVN2w/Gs73wBVmz69Vn5FI16NrxCDkIU4KEwlB76gt3tQnBU4B5sNtCS8Ca5jZr6HfsVSPo4hE6hsDJtRHlp04KXRxzGwgbZA8JyQv2h+fbDYI8Q97AJ+a2RO17q8zIqkbHs+yJu6AMAXu9vsa8FhIk5p13byp+m9l5fduafuJayc3szEtubdqhBXobKUxmVlZd+dWfE+5+6gJcVKIRLKRZ7q7ArgGWIfGnNjdcdfdJ1L1e+O6Sll/9I8Ad4cVS0vr/wXYqlx9M/u/jHso1EeRfiRNARyCK89Oh0erj8ADBOfF84lfKekx4CQzezFIq+8bxjQ70OBMAPwRdLSuAu7GXaQLtR/GtVHinmf3Iv0exv8o0N/MmgQ2FvmeJE2Ne+ltD6yI/14IMElf4i8nV5nZK634ngr1UfQeytM1PIvyEA3NkcLIE/mcbma3SRoNLGVmn0haCn+zmznUWxbXflodF9x7mcY/+unw2Ig+eFDgWbiH1akF6t8OHIPnwh5Rpv5ywGfAiWZ2ewvGdAEwPe7+m6sf4Fw8+nxA+D6SWfBK3+HcwA64y/JHuL7WY8D9Fca0Pe5hNiPwTIH2HwLWxW1LD1dof5XQ5rHAnAW/pwm43MsnVe5hS3wL80DcxbvI9/QS/hKSt4/LQz+5/63LTQ69JpnRVvlL2iM8m4HfXd2pDc1xUogURtIYoLeZfZaaFObH1V6nCPU+w//YbjGzHyq0twrwb9xt9pgC9TfG//AHmNk7ZepOgcuSH4xHfh9YcExv4DpU1xfo51kz61eu7dR1kwGXAkeaWVXdHkkbAwubWS7HgND+y/j3+nClXOGSZsfvdSTwL4p9T71xj7a3q4ynBy7V8gcuCVOxfuo+7gUOK9DHybgLdu5/64TWWBN6TTKjrTLNFnmGysAfromTQqS+kPQRsK+ZPZ6aFHYFDjWzxUO9yYpIgEjqWTKA56w/W3q7o0r9GYGfCo5pMqBXkf1qSTOa2beSJsVXPpea2Wc5ruuG61V9lud7KNp+EVrwb1eofntQy3voNcmMtsrUm+dqZ+CP13bqSSFGNEdawlXARZJWC5/nlPRP/M3y8lKl0h+YpEklvSSpoiplkQkh1B8RVicVCTEgmNm3RR9c5tnsChkwS/XDdsh+NLUPVLwU31efNWc/RdvPTUu+p9b0J2lNuVx86fMukp6TdKWkqXJcP4WkdcN2U4vGVLG+mRua8xydnGhojhTGzM6S1AvPGzE5vjc8FjjHzC7NqP9n8KipuiwNxtDLgSXN7OfUuV74ds6eZvZ4KH5M0qpmNrJMe3vheS2SiZGK9pHV7lT43vvauIH9OeAE84RFSQaGOtdVvHHAzEwuSz4jbmfIQ+72w7jL1TNcqfcj3FaTL3wXMLPzEu1viO/TP21mj0laCzgKN47faGZXl2nmAjwtLOHl4UrgWtwecDZuhE/exwDgZTO7LLFFthhulN/SzB5J1T+u3PBpvO9HK0b018muStw+irQYSVPiQn7dgHfNdaLK1T0bwMz+U6XNh/C972aTSzi/L7CpmW0SPj+CuyWukQ76k7QbvqrZ38yubGkfZerchD9QbgUmwx9a49LXSNoP39e+DZc9abIaMrN7UvU3wvf/98f3uCv+gbag/Qfwh/YEoLQ3vzi+2hiMP1inAn7G9/2rYWY2X2h7Z/xB/iaey+NfeFDknfjvyE7AP8zsjoz7SG5DHgWsamabhtXD3WY2R6r+V8AmZvaaXGPsHNwbaTdgSzNbKVX/LWAuoCdubAb/vfkV90SaE5eBWdPMPkmPr1f36W3lycv+OjThsTE3durtozgpRNoFSZfh3jufkv3w+leo9zmwrrmYX1Y7C+PJh+YIn6fAXWDHAetb8OcP21nXAAenH/5F+whle5jZNYnPHwMLlgy38mRKr5hZr1RblfYTzMy6p+qPxldf3cI9jU1dME0r2z8CWArY3UKMQpjcr8ZXSBcANwAzWkHJFUlDcLfWiyStg+cDObpkFJd0KP7AXj3j2p+A5c3sQ0lPAP81s0vCdtD7JeeFRP3fgQXM7AtJ1+C2okPlrr1vmdnUqfq74JPSLmb2RSibA19h3YR7aN0BjDazLdLj69Vtelu5x8a5vofHfr+pU08KcfsoUpjg3bEfnlNiJlK2KTNbMeOy3jRKc8+XOpd8M5kRf4sth+EuoqW+fpOLED4L3ClpC9x181qgX5nVQKE+AhtK2gnfVvoQd3m8VtIduK/8PrjbY9OGzIra7Q4oUrkF7R8ErG2JoDUzGyPpVHwiPEvSmcD/yrZQngUJiaHM7Am56m8yZuUh4Mgy174CHCvpcXwlU8r0Nw/wVUb9r4HFw4phg0T9qYBmrq3A8cDmpQkhjPELSYcB95rZDZKOBu4re3flHbe6FHFSiLSEq4FN8T+gd8lhKzCztXK2/QWwJPBhmfNLAl+m2v5Brhb7HB7rsBLu4nlBDfvYJkw4j4R9+QPxB9wp+KT4HGFPvDWY2fWtbaMKU+GG7PdS5bOEc+BbR02eDWHiPRzfLjT83/1MM3s4Ue1PGgMZwVc5v6Q+Z2b3w115b8HziJ9qZh+H8m3Jzl54HW77GAGMp3HyWQl4P6P+zPgKLE0P/MUG3BV3yqzBGWB1ErwWJ4VIS9gMf+t6ug3afgg4WdLDaaNf2OY4KdQplS2bqHIUHgh1D/BE8pyZJRMIFeoj0ca9kp4EzsCN63tXs5GENqcFNsL3tCdLtXlShetmyag/vJXt/xdf4RyGv52DS8CfhX9v4HvzQxPt74FLwN+Mx2uAv83/V9K+ZlYyXn+Eu9SWrp0dGJ3oez58Qk6OXea8jU/GafrhD/0mmNlJkt4J93xnwnNoHHBmRjv/w6Oj98K3L8EDDi/HHSYAlsC3N5tjVjcrhWhTiBRG0lB8bzgzkKvCdWvhWztZD6+1Q52Z8Ex0E4BLaHzr641vrQhYtuRtFPbUjeZumcmyJnvrRfsocy+r4h5Ng/BVSaY7raSV8QlmLL5t9SX+pj4WGGZmS6bq98ITLP2N1HcUbiRtIyja/pR4vo9daXwpHIe/efczs1/lyZgws9fDNR8CF1rI0ZFo60DgQDNbKHzeBvjOzJ4ig2BAnsrMjkqUfYtvOd2HRzVXzOch6V+4vaGsrlOZ62bCbSXr0zjJdMOjyP9pZt+E389Jzeyx9PXTaDpbqdt6ufr634Q7OrVNATOLRzwKHcA2+B/xtAWu2QV3/bs1/P92/MH8I3BJqu7cuBzDePzBPSH8/DCerChdt+qRMZ7cfYT6c+GGyLfwN+ZZ8a2S4/BtqE3L3Pez+ENe+FvzfPhWxpPAjhn1r8ZjFTbAjfHb4fpAnwHbtLb9xHU98TfzJYGeVf7txuJG3XT5AsDYVv4urYyrA7+DbzXdi09YM5Sp/0j4/RmCb9ctVbC/hfGV7mbAQgWuexR4NefxaEf+fbb26PABxKPzHbhWzOP4HvLnuBZNw1HmmreBPcLPo4H5ws+XAGeUuWZafGtjRQpMQAXvJVcf+IrgNmBD3M3y/sS5RYCn8W2M9HU/lR4++ATYO/y8AvBhRv0vgD7h559LD2N8hfV4DdrPnLzCuaPKlH+IR7Cny/cDhqbbBxYNPy8M/LXAv8WC+HbRs2EiegY4lNSEhNs+tsUn5x/wrIUXEWJGcvQzM9CtPf5WOuPR4QOIR+c78Le5L/Ggon7hD7fhKHPNGGCe8PMoPHCs9ED9uoXjaPZGX6GugDlbcc+/APMn2hqWUWevjLJvEw/tD4ANw8+9gV/L9DNX+PlzYKXw8zxl6hdt/ydgtYzyo4Hvy9z73njMwtX4W/yuuLvv2PQ94+6uj4afH6Hgm3yinRnxmIP78BXT23hcQrreJLjY38X4aup73MV0GxIrIHxVdxb+QjKOxpeSM4H92vLvpbMd0dAcaQnr4W6NLxW45jtcpRN8QlkcD3KangyPFElPke3VlIxA3VHSfcA1ZpbloVIywv4dD6S6FF+ZFOnjenMj9WDgJEnX4w+ht5pdZJaVCP41/K19KL7aOEXSzLjP/JsZ9T/Gt4CG4x5Cf5f0Mi7ZnY6Wbkn7+wP3S1rLzN4EkHQMvkW1QUZ9zOxKSd/gk/5Wofg94G9mdl+q7huSXgzBfS+a2RtZbVbDXCrkOuC6EIuyAamYjVBvHG5E/h9wYHAu2BwPAOxNYwKp43Ep7p1wL6cSL+NeVZe1ZJxdko6eleLR+Q78gbB0wWtuIawi8LfSUUB//OF3V0b9y/DtkPdxA+ENod8fwnWv4dtXt+MPy1G45EN/3KPkNvyh+CceP7BBK/pYB7dB3IXvfd8MzJbzvpcH1go/z4i/Pf+M7z0vkVH/38C/ws9r4yusP3F7xwGtbT/UOwj3/Z8fl+r4AVihBr8XT+G2jJIR/7VSWYE2psNXj4smjxaOZ9LEzx/j0crQdPtyYeDHjv6bmpiO6H0UKUzQtzkEX3bn0uiRNB2e6WuEXA30P8Bq+BvuKWb2Y6r+efi+78Gp8nNxb6J+ki7EbQFrA5vgOjlz4yuPUfjDaaCVkVou0oeZrZLnPmtNiOhdDrcPNFudtKLdk/FVg+GR4IOrXFK6rhRt3YClsrdJug2fHNYys+1ztrsMPhEvkT5FRmR2uGZLsgMozcy2S9X9Dbe3DEtJaiwGvGRmVUX36oU4KUQKE/6oeuBCcGPxPdoGLCXF0MI+vgNWNo8eTpYvBLxgZtNLWhx43lLSEh3dh6SpzWx0qmx+fDsDXCeqmb5Oa6jUvqRDylx2MG7UbZgQLCFul7h+btyQuxbutdQEa+ruuy0uIbJ3kDZ5yszuzDH+IXgg2ll4EFmTB5OlJEnCxH0gvgrMqr99qv6rwEXmkcvJSeFEoK+ZrVltjPVCtClEWkIhKYYS4S1zB3xLADwq9lbL9k0XLs6WjjpelMb4gz+oLFdRdUg5+5g67LsPsIRMQpOGfPWzAb6CegIPcEPS9LjkxmaJsUrSg8BuZvZdRltbhHZK39N7wHlm9t+MunnaP7DM/Y8HVg0H+IO12aSAG24nD+00ewCneIvG6OKj8UjpPCwIbJt35Qn8M9QvL0vRlBOBmyTNib/MbCtpEfz3MZ/SXZ0QJ4VIYawFUgzBAPgALiNQ2gbZDThV0ibWNOIYPHL2WkkL0jTy9nA8ahk8526uzF1lyNvHYNyf/xO52uar+Fvt77hL66K4v/1vuM99Uh76Gtyfvw+eThJciuHyUG+rRN2SaNxpuH2jNIZVgFskHWtm56TuoWr7ZjZvzu+jHMvgNoe0NEYWC+JbOd/j2zoL0FxSI4vn8JVO3klhDNlyFpmY2QOS/oZHvU/ADc+v4S6zLdF56rp0tFEjHp3jAKZL/lzpKHP9q3jwV9JNsCduKH41o353POfvCBqDy0bgD+zuoc5cwBytuKdCfeDyyofiLrlD8IfSc7g75KZk+L7jD69VMspXIdtl9CtcdC9dvifwVUvbxyUs/kEL4j3wLZo1ctZtkUsqLonxCG4EXwdYI3lk1N8PXyFN0tF/G13tiDaFSC4kjQdmNZcDKElLNKtGeaPgb8ByZvZuqnwxfFIoJ5SGpGnwhn8uV6e1tFUf8jzVf7Xg/pkoXwp4wMzmSpWPBpax1DaKpAWAIdZcEjpX+3LJ7M1wo/UL+MR2n5l9muMeFsNtChfhK7MmKqSW0mOSdAK+QvjQzE6s1n64pi/uMTZTxulmv1PyVKT3A8vizgrpMa2dp99Ic+L2USQva9PoJ59X8TTJ+3hSk3dT5bOSEF9LI2l53HXywfC5Jy6tMC5Vby7gc0u95UgqBa01E5Ir2kcLOQm4QNI/zOzL0P7swLnhXJp78cCrM1LlW+MPwRa1b2ZnAGeEGIbNcF/+04Ou0b34BFHOA6kbHgX8X5q+DCh87h76LcV9TIuvGF4PD3vL8ZC+Eo81OJ3qdgtw3anVcfmJzPoVXl6akfUiU6/ElUIkN3KF0K0s5T5aof50iY+r4BHQJ+G5CMD34Y8BjjCzB1PXzoxHs66I/2EvaO4tciXwu5kdlKrfsJJJlU8PfFNm9VKoj7wEu0PyD2te3FBbkuOeHbdHfGpmS6a8g6bGYxVeolEyeuVwnGeuDlqo/Qrj7InLdmyOG1t/xSeeyy0hdijpNTye41yyPX2aTCYtdEn9FY9y/7hqZa//Cy7KWCll6jaJsc6M/+79l8bvdRVgC+B4M4vBa4G4UogUoS8Zyp0VGEXzN8tbEmUlD5/7CG+bCc7HH0DT4wFuJe7E9/DTlN5a00yFPyCzKNpHXu4qWD/tHfQDns5yoVTZLviDrWj7mZgru94N3C2pO25U3wx/WCYVcBfBgxXLruhKBJfUn8zsKklLS9rWcrik4lpay+FBZnn4llTOizRm1vA9SbofV7NNOgFcF6LFtyBGNDcQVwqR3ITl+Czpt/EK9XP7flsqN4OkkcA6ZvZ2yq98XuBtM+sZ6l0ULtkfD35KBlJ1x1cBf5jZahnjy9VHvSNpEHC6mQ3MUXcRfGX2vVxiZBbL4bUkaR/chfV63DstbSNI55reGZ/AdrEKucET9X/BJ7YsW80b8d+6kbhSiBRljhBvUJbS/n36QV+QKchOHD8jTd/8SxGwwl0ak9f8gbsdpt04i/ZRE/JEA7d1+5I+pbre07VmlrRfXI7bLc4l+4H9WuLn9xM//4CvcPJQelM/KuNcg90iwX9wkcCRkoZnjCm9bTaKbFvNNviqIxKIk0KkKK9UONfE8NjspDQZLoSXldf54VT1Z/DtktJDwsIWx+Ek8v5aSPMpqT9wUEHvoVx9lLmX2crcx2upehWjgcn4rirIN2Bmf2tl+/3xwLiXaBrXsCJuvF0EuEfSjmZ2ezh/a/h/luBfs3/vsEI4ocI9NPMwsuK5potuoR0H9Jcn0knaatYFdi/YVpcmbh9FchO2jzbEFU/LkuXFImk94EbyuxwuiucoeB3f634Qjz7uhUs/Z+49h7flBfCH1cdmVvaNvyV9yDV6bsIfns2yvWXcx7O4EfgSso20A1P1i8o3FG1/APB+8EZKlh+GC8/tIs+Qtq2ZLRPOzZ3+HlJ9fJZq6wH8e7y+zJiurNReWyFpJVwttyQH8h4ufVFE7bfLEyeFSG6K2hRS1w7F38xPJvtB0UwWWZ6jeF/cANkN3wq61My+yqg7Ce7OeABuDBeuy3QxcLSZ/Zm+pmgfof4r+KR4Eh7olr6P9APyF/JHAyNpFLC75ZRvaEH7P+OpRrP21l8zs2kkLYxHcR9Fy1JfjsYVSdNR6ul6OwE3p92Iy9SdG88z8WyBcShP25GmxO2jSHsxK3Ba+qFZCTP7GpcjyMNZeHayffAoY3Dph9Pxh32/GvQBLmmxTB5PnMAbuI0i10ObgvINLWy/D83lJPrQaKTvjkt2bAScJek93EPsXgt5m6vwMaktozLsBhwXVi8P4Mb9hod4cGleHc+B0Bf4IwTh3Zn1EpG4rje+RfYFrnmUC2UIGdYjcVKIFOEzGpOeF+VBXHitrDqopDXyNmZmz6SKdsAF4JK2iY/lieGvIUwKrewD3NA6CxUC7lLsBVwUvKSqRgPjhtDDJO2dM3iuaPsXApeFgL2k3tMuNCak2RB43cw2kjQVPjlsATwl6Sc8luFe4Gkzy/p9OAgPjOuHP+gzf2fMbG1Jm+BbOicDv8uT+ZQ0pWYEvsHtIPvjE/JZwCWSniBbg2p13JX3ImC/EL8ywAoKGdYzcfso0i5I6oUnp/mQ7IfXDYkI1NJefTqewRL103v3v+Euh2mJ5UVweYgpwufCfaSC8JbGBeuOIdsTp0l2NElL4IbaRaFZzEaWDaKQfEPR9sM1pUx0i4Si94ELS4ZleaYzS9tjwhZdXzzYbTM80O5hfIJ4JMQ9lCKqb8fjHZpRZkwzkJ0PY4iZTUjVXRVfFfbJqD8QuMnMfpQLHZ6KT2i5hAzTfdUjcVKItAtyhcrr8TwMY2j6ALOwlz19omwl3JX0VJpGoB4FHGZmD6XafxEYbGb7p8ovxyeLVcLnwn2ouVxCswmE8g/5otHA1wJ/o4x8g5kdmKpfqP1aosbUl5sDd5vZyaH8Gfyhe0WZMd3dVmMqM8458e+03CTycJwMGomTQqRdCL7ktwMnlN4oq9QfjMtfPJ4qXw84q+QZkyhfA39r/ZKmMhqzARuZ2XOkyNtHK4PwxpAzGjjUryrfULT9ogbXlhhoJU1aMuaHMa1oZTLeRSZuok0h0l78Bbgiz4QQWBQ3FKb5ksZtjwbM7Bl5xrT9E+fvBC4zsxGt6aP0oA9bO88BO6e3qSrwMq5NlNcGUVW+oQXtvy9Pv5nXQPuJpFlz9m9mdlDKu+tdoNXZ9yIdQ1wpRNqFEFz2Yl4fdXn6xI+AXS1kZgt73f2BBcxs+RqMqXAfwRC6eoE3/+3wQK6q0cChflH5hqrth5XOWXiS+jwG2tPJVmTNwjLsHBuGMeWyu0QmLuKkEGkRkjbC38rnAzYws88l7YErczaLBpZ0LO6VMhB4k+YPivNS9VfAPZYmDfXBJS3GA5uYWbPI6vB2uy9N031eUW6l0MI+zg7j/U9Wmxn1K+1VZ9kg3sLlG7rhIn0V5RuKtJ/XQFv5jqqTGlMu43dk4iFOCpHCSNoRNyJeg8cFLGYuJLc3Lq29QcY1lZK5mJnNl3FNT2BHGrdy3gNuydqCCnaA+4DPaZRvWBHPnLaFmT1W5l5y9xHqXxbqf4oHeDWpZ2b/StUvGg1cMWbCUklrirbfWoKLqlXaBlTIoVBhTM00sSQtnTMGItLGxEkhUhhJb+CqmbepqbroUsBjZjZzB4zpPVx++aCkkVTShcD6Zta77MXF+nmqwulmWyldBUn745pQs4eiL4AzLZGHQNJm+L9/YTHBsLp4F5dCucWqRFFLujfUfcDMskQNIy0kTgqRwgTvkt5m9llqUpgfD1Yqm1qzSrurZ3kJlak7FTCvmb0VPv8WxjE0VW8hPBBrytb20R73MTG0n9HGUcCRuPtuMlr8EDxK/YxQ7z08j/Xj+KrtATOrqJOV6GMhfAW2Pb4l+Rz+0L/LzH7KqH8Lbnv5E88JcWOG59dc6evKYRUy89UdNhEkio5H5zpw4+x64efRwHzh513xSaFU7xigZ842V8PfPp/AHwzTlKm3JG40/RrYKVH+LLB1Rv2tgecTn99vaR8Fvp+ifXyFSzn0qNJub+BqPMq3Te8h1dZwYPuM8h2Bz1JlC+Oy1s/j2lNP45PHfAX6Wwk3eH+Nx7TcWaZez/C9PYxLoH+GRyQvHs5PwO1DVY+O+luaGI+4UogURq6ouSuwBx5ktSluHD0Hj0O4NNTrj7/N3Y1r27xqQWhOrmZa8nrZCZghtLk4rhK6AK6hk/SSWRhXBL0HONXMGvI9S9oeOBPX5U/GKewLHAGUXEhLiXcK91Hg+5kE2DtvH7icQxHvoLPwB3Kb3UPqfn7HH7RpEb0FgbfMLDO/hqSZgL/iEcXrhHGWNJRezdHvSrjtakmrYpyWNCOwHW7jWsTMJpG0XKLKQvj3dgVNAxX3Bg43s1uJAHH7KNJCJJ2K5xIuPRDGAueY2bGpekvgyqV/w33XDV/yl5RMX8N1+q+3hA+9XJsnS/bgKctwaazihZPErFG+olAfLaFIHy3xDmqne3gT38Y5KVV+PO5YsFSONqakaT7o88zstIx68+IT3o74hPcMft/9K7Q9eWh3J1zH6EszmzdV52ngYkuk6Azl2+B2qD7V7qFeiJNCpMWEP/RFcffJd62CX71ceGxJmj68XjezUTUaS0UvnCRWY4+czoqkv9A8AU7WhLsVcAcwCN8WAt/uWxPPu3BvwX67AdOb2beJsv3xiWAlXBvrJtzgnBnIJ0nAeuGaLfBtoDvxCaSZvHZem1MkTgqRFiDpOvztanSqvCf+NrZbR48lkk2YPK/Ahe0mS56iQgxB2Ir5N00T1JxrZkMy6h5XpnvDt7g+BAZaCBgM1wzHhf1ushxGcUlf4yvPR/AJ5CGr4IUUjOADzezgVPkFeJxNTbzTugJxUogURi5HPKulku3IlS6/NrN2k08pN5ZINpKexCVHziE7SVBr8mqX+ngLjw/pGfoA16D6FZfxmBM3lq9pZp+Ea4rqM+2JG6B/zFl/Q+C/uDG6ZHNaCbeFbWVmj+Ttu6sTtY8iuZFLSCsc00pK6v13x/eKR7b3sNq5v87OisDK1gKxuvDvn5VzOW3IPhff39/FQh4DSXMA1xHe6vHtqPPwrR+AgSEG5GngZaueS+IdoKoMSGKMj4aton1pDFS8B494L5RZrqsTVwqR3Ki5hHQaA443s1PbaUilMc2c3J+OlCe8xe9iBSS15Xmp++MSIBC2miiz5RSi1zc3szdT5UvjnkfzSFoZuM9CoKOkU3AbxQq4I8ILuA1jEBmTRPCIqlovUpw4KURyE4TVBDyJ+/8njZJ/4D7r5RRJ8/ZRyEaQY6ICshO7dDRKyE0XvO4TPC/zd2H//hwzG1PtunDt2riL7n5pF9MK1wzBt4HOIjs/Qjqx0Rigr5m9nCpfCfeKmjJ4Gb1pZlOn6kyBZ+jrG46VgN/NbJqMeiVjd1+aTiZPmdnpqfqP4RPHU8ArcfIoT5wUIoUJxsrPrYWJSUKULVneSkVtBGFS2BNPNFMWy0jsIulD/CExCBjU2gmtzPjux1VYv0uV98a9a9J5IRoe+KnyvwCvmdl8wZNmIXMRwqrfV4g6T/6hT45v940Fmjwc0w/fcP0veM6GvJPI/bjdYC9cHwpgOeBK/Pdm8yCJcYo1F/ibGX/Irw2sBcwBvGRma1Xpc37gaHzbqnvG6qXQSqSeiTaFSGFKLp2SZsMNipOlzmflNkbSwXh06+zh8wh8X/mChJGxJTaCB1poaD4Tf1CcAcwu6WMaHxS1miSmBd6StIsFUT5JB+Bv3Xdm1J8Hf2Cn6UGj7tAQ4DpJz+HfV7/w4G5GiC04oFV34JITvfFI9jzsAdyACxOW8jN3Ax7DJ3DwSPh+pQvkQoN9cZfll3Dbwp643HqzHBAhMK4vPnH0xX8PX8aDAQel65vZMeG65EpkI1zi+3di/ocG4kohUpgwGdwCrEFib7l0PmurRtJZ+Jvj2TSNKO2H58Y9LNQrZCOolfdReNPsi/u+b4m/bbb6pSn45B+Dv8VeBcyP3/d+loiiDbEAAHcBuwNJvZ/ueETwWma2sKSFgVPw4K4l8QQ7WW+6ln4Tb+E9zI4r4j5Kdn7tci8BC5HIA52OEUjVnYB7Jl2Cu5kOruSNlKh/JfA/fDVRNoFQ4roWrUTqCpsItDbi0bkO3HPkCfwPfjS+t7sV/sBYr8w13wPbZJRvA3yX+JxLryZVf6ZW3Es3fN/6cDxq+BdcFrt/jb+zE8NY/8C9f9LnJyTufULqGIvLdGxa5rrc948HGy6c+Lwe7hF0JD4RZl3TF9chSo9rAjXSDcIny91xEbzhwA+4NMohwLIZ9W8K9X7Cc2Icim9RqUz7l+EqrL/iNrHj8VViRb2pejziSiFSGEkj8SQ0r0r6GVjezIZK2gQ41sxWzrjme/xhmBVR+pKZTRs+t9hG0IL7eBif0L7DtxyexreNahbxLKkHHhOwJ3AaLmGxNLCHmd2XUf9T3KZQk0jvjPZfxLfrbpMntP8Av/clcaXRIzOu+QB4Bc/IlmVo/k7SMcD5li//9mrAdGb2QIU6iwCHUcZGkKhXWuH1xVeu0wDPmNnmqXqFViL1TLQpRFpCSaYCfAUwE76F8S7+cMniBjxT20Gp8n3xt8MkLbURFGUd/E3zEYLBuQ0exoPxv7PVLYjASToUuE3STWa2Z7KypTR78iDPgncALjm9vlXOgrcIrjcFvkp7ycw2lrQW7nbabFLAt1g2NrOPKwxjfmC4pLzihzun7qEbsDyNNoLVcIP4YDJsBAk+De3NBJS2hjbMqLcgjZPHnsDUwSZT+nd/LeOauqRb9SqRSDPep3Gv+HVgn+CRtD/lk873AHaR9L6kAeF4D9gNmETSRZIuauuBp/gLLkD3PT5ZfS7prTCWLWvUx4v49keDKqiZnYsruGatqPqHSSNdfoikazLKd8S384biRupJw6nu+Jt2mu74Fhb4pPhw+Plj/KGaxeP41kxZzGxX/IFr+AvAF5LGBU+pX3Hl151x20Rva54P4kdc/nwL/HdqW2BaM1ulzOrlsLDS+xEXzfsrPoH8FZguY3wfm9m1ZvYPM5sLt+t8izsZNEu7Ws/E7aNIYcKDaFIzGyBpWdwAOT2+9/1PM2vmVaPKGcuS9MUNze0uW1HNrbEN+uthKeOoXNNnI0tpCoXAr4fNbLZUeaEseJJewB+iD+LeQCua2VuSVgHuMLM5M8a5D/69XA+8RXND8z2p+oXFDyVtADyXZ/spcR+DwlH1umorkayJp16Jk0Kk1cjVUhcBhrfVXnhbkOHWuBC+Z16yLVxZ4/5mobn77vBUnd+BJczsw1R5Zu4CFcyCJ2kN4F6gFy5XvlsoPx2Pfdg6Y9yV4lGsrSfPWhBsXz3wrbNB5JxM6pFoU4i0GvNo2s64J1vKevYMcAE+EXxQ8YqCSOqFJ8b5G6kJIZB+oA4FNgYuTJVvQnacwAh8Mksbx9fAt4SaYGbPyBPSTGNmPyROXYlnOWuGmXWFbeZtiZNALuKkEClECP45DJe5mA/fQ/4ED8Q61xJyyJ2A3rWeBDI4B1gK3yu/B7ehzI7bMJrZDnAxuSvCKubJULYOcDBus0lzFXBRMCwDzCmpDx4cd0LWgMxsPO7ymSwblvN+OiVmNrCjx9BZiNtHkdzI00w+C5TsCO/igWuL4h4fr+ByyJ1KMkCevWx+4EEz+1WeF2JsLe5D0hd4fuNnwxbGsmb2kTx96G5mtl7GNXvjAW+lCOYv8bSaV5TpI1cWvFbexzL4NluWSmqWQTvSSYmTQiQ3kvbDg7D6mtk7qXOL4+59x5nZ5R0xvqKE6Nb7cDlpAxYM+/FX4iJsaffZlvTxC7ComQ2X9DkewPeSpHmAd8ysZ4VrZwSwHNHdKpAFryjynNxn4FtU6TgFM7NVa9VXpOOJ20eRImyDv7G+kz5hZm8HY+W2QKeYFIDz8Yfc9Hh0bIk7gYtr1MfH+DbbcDxb2d8lvYxHgFfMoZxnMkjUHYO7fbYF/wb2bYnhXS5+aHEvv/MQJ4VIERbD97bL8T9clrmzsA6wjpn9IDXR4fsYF1irBQNw98xB+Nv2g3igWTeaB/IBIGlXPH4iS2xwvuDem2uJb2Zrt3DcSbrhsia5kedcPpxG8cMvgDPN7LIajKdSv/vh+Z9Pbst+ujJxUogUYVo84Kcc3+IBYZ2FKWgM5EoyI66c2WrM7PzEz08G+YblgQ8tIxexpP/gUcVX4h5El+HCd2vgRmtwjakS3fHk9V/j6qLg22Gz4vpAteByYFc8VqEqko7C7+EcXGEVXN7jDEnTmNkZNRpXFv/Co5fjpNBCok0hkpugSDpLuW2NsEc/ojP4rQNIehBP9HJU8PFfEt/muQMXevtbB4xpKHCUmd2Vijs4FpgrLYsh6Xx8YjgoqeUjT0ivGtlFhEc+z0K2SupuqfrDgcMtoQIbyncETjOzuVs7pkjbEVcKkSIIuElSOYniHu05mBpwGPC0pBXwsZ+Lb5H1wiNea0JBz5058LwAAL/RqPN/ayjfM1V/Z2CVDHG3y3CJjVZPCniOgvXxWJRpqb51NRPZ0hEvU15KIzKRECeFSBGuz1HnhjYfRY0ws3clLYGL8o3FXTrvBC4tibm1lmqeOxmXfI0LvA0P16yCawEtUKa+8NzJ6VwFS2TUbSn7ATuY2e056w8FdgBOSpXvgKuythpJFwP9MmRCZsJlzzepRT/1SJwUIrkJomddCjP7GtfWbyuKeu48CWyGv5VfC5wv6W94bMgdGfWvA64JMhgvhrKV8VVQ/9YMPMFveLa3vJwA3BEkNZ4PZaV8ytvWaEwbAn0lbW9mbwNI2hT/zt6tUR91SbQpROqK8KDKhZXJKFawv5HAapY/v3E3oFspcE7SdvgDdShwpZn9mVG/H75NNGso/gqXyTg3RC+39h4OwxVY98/Ypip3zXL4hNg7FL0XxlNkcqnUfk/cbXh73AC+IB4tfgJwRt5xRpoTJ4VIXRHE3UopRKFxSyb9mVoYzCWdgCvKVvXckbQSvkqYFPifhZzOBfqaBsDMfm7BUCu1+wDu/fQj/haeNjRvVsv+iiDpJDz6exye9e/pjhpLVyFOCpG6QtL0iY8r4W6Tp9I0b/RRwGFm9lAN+svluRPyN9yJ2zb+BKYGDjWzCyq03apJJC+SKm5DldtWlOfyzjKu10Q8MeSdOAU3wq+Ax3TsaIncFZHixEkhUrdIGgwcYWaPp8rXA84ys2Vq0MdpeBDXa2SnsvxrqPcK8Aawj5mNk6e3PNjMZijTbuFJpL0I3lY34XLqSp2uidS2pMdxocE9zew+NU17erKZndraPuqVOClE6hZ5VrBlzey9VPmieA7fKbKvLNTHj8De1Tx3lMh1HT73wDOWzWIZOSqKTiLtSRjbd7j30QiaT4StzoEt6TE8odNXqfKNgOvMbNbsKyPViJNCpG6R9Cqeo2DXkuR3kAbvDyxgZsvXoI+vcOXYtMtout4EfAL4JlHWELyWUb/QJNKCcf8POMGap81M1/sLLun9s5ldHMp+BZapds9thaQZavEd1CvRJTVSz+yLaxF9KenNULYEMB5PalMLzgcOlpTHc2cTST8lPncDNggeTECT1JdT4YbfUvnYsPKZBk9/2VpuBG6VZ3Z7EBfbG4HLf0yLK7KujruG3kvTfNBv4TaUDpkU4oTQOuJKIVLXBNfGHfH9b3DXyVtqpeqZ13OnSsrLRHXfjw/1dweSk8iNuHtq1iTSkrFPiscVbI9PAL1KzeL3MhC42sw+kDRd4tKlgdNwr6CsnM4V1WFzjq0H7hBQEg6cNNVHp5BamRiJk0Kk7pB0Ha4VNLod+mqR506OdgtNIrVAnlp0CuC7jHiJkqtvQ1FpDKmyWhmazwS2A07HV2PH4LEUfweObYnMd8SJk0Kk7gjCfrMm9+87Gknrmtn/OnocLUXSmnnr1iKWQNKneKT4o8H2srSZfSxpX1wOfZvW9lGvxEkhUndkGXXbqJ/ccQRhTMNwmYYBZvZllbYnykkkbDk9B+xsbZj/Otg6FjHPaPcVsKmZDZY0L/CGmU1TpYlIGbpVrxKJdEna9G0oxBE8jycl2gt4RNLBFS5ZDLgHOBAYJukhSVtKKrfV8pikTyQdLWn2MnXanbCtNC9t/P3igoGzhZ8/AjYIP6+CazVFWkicFCL1yteSxlc6Wtn+UXjWtV5m9hdcdO+YcpXN7D0z64dLZ2+HP1TvwD2jzpS0cOqSopNIe3I9zSW+a81/8cx54DpPJ4YtpQHANW3cd5cmbh9F6o6wVbMnCZfOLMzs7lb00eo4giATsQue9Ww+4HkzWyNVZxJ8i2o3/G35O/yhfF1bbt9UQtJluEfXp8Bg/L4bMLN/tUGfKwOrAkPN7MFat19PxEkhUne0h02haDBahXb+AvwDV//8SyXPnTyTSBEkTQ1sCdybFtkLnkibA3en3XflOaTLYVabvNGRNiIGr0XqkfZ6EyoSjNYESevib/9b4AFjt1JlW8TMRoS39NH4JNLa7HH7AH3NrFniJDP7SZ7nYSYac0eXzq3Vyn5zIU//uhrZonuXtccYuiJxpRCpO9pxpVCNJj77kubC3/J3AeYGnsa9ke4ys9+r9Jc5iVgr8hcEGZBjzeyRMuc3BE41s+Va2kdLkbQTPkkK+IFURjszmy3zwkhV4qQQiUwEBK2hvsA3uE3gWquSmKc1k0jOMf0ELGFmwyv0/2YwpLcrkj7Dv6eTLCQkitSGuH0UibQBLYgj+BXYCnjIcmRLa8kk0gKEb81kTgpkbNu0I9Pg8RxxQqgx0SU1EmkbCsURmNnmZnZ/ngkhUJpE5jSzI9tgQgBPCrR+hfMbAu+0Qb95uJnaiRZGEsTto0ikDZDUGxes2wmYHngM3wMv8uDvUCTtgccA7GBm96XObYE/mA8ys3aPC5A0Ga7O+gfZonsntfeYugpxUohE2pCJMY6gCJJuAnYAPgDeD8W9gQWBO8xs+w4a14H4hDUK30JLG5qX7IhxdQXipBCJtBO1jiNoL4Lr6Q74RCA8T8ItZnZHB47pG+B0Mzu/o8bQVYmTQiTSjhQJRouUR9J3wIpm9nFHj6WrEb2PIpF2oCXBaBMLYYWzNVDSX/oAj2Qe0XGjoj8upRFtBzUmrhQikTaireMI2gNJewMXAD2AktTFNMBY3Mh8VQeN6zJ8S+sd4E2aG5prrq9UL8SVQiTSBrRTHEGbEiKWLwUuBs4urQzCyuFw4FJJwyrliWhDegOlaO1FUufim24riCuFSKQNkHQfvirIFYw2MSLpCeAVMzuizPkzgBXMbJ2s85HOSZwUIpFIJkHmYmUze6/M+d7Ai2bWq31HFmlLYkRzJBIpx6RUzmL2G3ELussRJ4VIJFKOD6gsc7EBHrMQ6ULESSESiZTjOuAMSX9Nn5C0GXB6qBPpQkSbQiQSyUSS8HiKv+ErgpJtoSRzcTewncWHSJciTgqRSKQiCZmLhUJRh8tcRNqOOClEIpFIpIFoU4hEIpFIA3FSiEQimcg5QtIrkh4LORSS52eW1CkD8yLliZNCJBIpRz/gKOBJ4GPgVkmnpuqo3UcVaVNi4EkkEinH7sAeJYOypKuBByX1MLN+oU40SnYx4qQQiUTKMRfwcumDmb0maS3gKUndgTM6bGSRNiNOCpFIpByj8IlhWKnAzD6QtDbwFDBzB40r0oZEm0IkEinHc8BW6UIzex9YJxyRLkZcKUQikXKcASyXdcLM3g0rhm3ad0iRtiYGr0UikUikgbhSiEQimYR0olUxs+FtPZZI+xFXCpFIJBNJE6jscirAzKx7Ow0p0g7ElUIkEinHComfBTyNC+N90THDibQHcaUQiURyIWk0sJSZfdLRY4m0HdElNRKJRCINxEkhEolEIg3ESSESiRQh7jd3caKhORKJZCLp/lTR5MDVksYkC81ss/YbVaStiZNCJBIpx3epzzd1yCgi7Ur0PopEIpFIA9GmEIlEIpEG4qQQiUQikQbipBCJRCKRBuKkEIlEIpEG4qQQiUQikQb+H9e29xuLDu3rAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 288x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use heatmap to shows the correlation \n",
    "def show_heatmap(data):\n",
    "    plt.matshow(data.corr())\n",
    "    plt.xticks(range(data.shape[1]), data.columns, fontsize=14, rotation=90)\n",
    "    plt.gca().xaxis.tick_bottom()\n",
    "    plt.yticks(range(data.shape[1]), data.columns, fontsize=14)\n",
    "\n",
    "    cb = plt.colorbar()\n",
    "    cb.ax.tick_params(labelsize=14)\n",
    "    plt.title(\"Feature Correlation Heatmap\", fontsize=14)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "show_heatmap(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7e0ce76",
   "metadata": {},
   "source": [
    "## Data Processing\n",
    "- Training Data: 300,000 data points, recorded every 10 mins\n",
    "\n",
    "Tracking data from past 720 timestamps(720/6 = 120h), these data are used to predict the temperature after 12 hours.\n",
    "\n",
    "**Preprocessing:**\n",
    "1. Since every feature has varying values, needs to do normalization to confine feature values to [0, 1]\n",
    "2. 71.5 % of the data will be used to train the model, i.e. 300,693 rows.\n",
    "3. The model is shown data for first 5 days, i.e. 720 observations. The temperature after 72 observations will be used as a label."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bd415992",
   "metadata": {},
   "outputs": [],
   "source": [
    "split_fraction = 0.715\n",
    "train_split = int(split_fraction * int(df.shape[0]))\n",
    "step = 6\n",
    "\n",
    "past = 720\n",
    "future = 72\n",
    "learning_rate = 0.001\n",
    "batch_size = 256\n",
    "epochs = 3\n",
    "\n",
    "def normalize(data, train_split):\n",
    "    data_mean = data[:train_split].mean(axis=0)\n",
    "    data_std = data[:train_split].std(axis=0)\n",
    "    return (data - data_mean) / data_std"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "691e4970",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The selected parameters are: Pressure, Temperature, Saturation vapor pressure, Vapor pressure deficit, Specific humidity, Airtight, Wind speed\n"
     ]
    }
   ],
   "source": [
    "# Hence few parameters like Relative Humidity and Specific Humidity are redundant, we need to select features, not all\n",
    "print(\n",
    "    \"The selected parameters are:\",\n",
    "    \", \".join([titles[i] for i in [0, 1, 5, 7, 8, 10, 11]]),\n",
    ")\n",
    "selected_features = [feature_keys[i] for i in [0, 1, 5, 7, 8, 10, 11]]\n",
    "features = df[selected_features]\n",
    "features.index = df[date_time_key]\n",
    "features.head()\n",
    "\n",
    "features = normalize(features.values, train_split)\n",
    "features = pd.DataFrame(features)\n",
    "features.head()\n",
    "\n",
    "train_data = features.loc[0 : train_split - 1]\n",
    "val_data = features.loc[train_split:]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4c70edc",
   "metadata": {},
   "source": [
    "## Training Model\n",
    "The training labels from the 792nd observations(720+72)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e4d899c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "start = past + future\n",
    "end = start + train_split\n",
    "\n",
    "x_train = train_data[[i for i in range(7)]].values\n",
    "y_train = features.iloc[start:end][[1]]\n",
    "\n",
    "sequence_length = int(past / step)\n",
    "\n",
    "dataset_train = keras.preprocessing.timeseries_dataset_from_array(\n",
    "    x_train,\n",
    "    y_train,\n",
    "    sequence_length=sequence_length,\n",
    "    sampling_rate=step,\n",
    "    batch_size=batch_size,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf347ce4",
   "metadata": {},
   "source": [
    "## Validation Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5d7c0338",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input shape: (256, 120, 7)\n",
      "Target shape: (256, 1)\n"
     ]
    }
   ],
   "source": [
    "x_end = len(val_data) - past - future\n",
    "\n",
    "label_start = train_split + past + future\n",
    "\n",
    "x_val = val_data.iloc[:x_end][[i for i in range(7)]].values\n",
    "y_val = features.iloc[label_start:][[1]]\n",
    "\n",
    "dataset_val = keras.preprocessing.timeseries_dataset_from_array(\n",
    "    x_val,\n",
    "    y_val,\n",
    "    sequence_length=sequence_length,\n",
    "    sampling_rate=step,\n",
    "    batch_size=batch_size,\n",
    ")\n",
    "\n",
    "\n",
    "for batch in dataset_train.take(1):\n",
    "    inputs, targets = batch\n",
    "\n",
    "print(\"Input shape:\", inputs.numpy().shape)\n",
    "print(\"Target shape:\", targets.numpy().shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca48556c",
   "metadata": {},
   "source": [
    "##  Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "79734c9e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"functional_3\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_2 (InputLayer)         [(None, 120, 7)]          0         \n",
      "_________________________________________________________________\n",
      "lstm_1 (LSTM)                (None, 32)                5120      \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1)                 33        \n",
      "=================================================================\n",
      "Total params: 5,153\n",
      "Trainable params: 5,153\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "inputs = keras.layers.Input(shape=(inputs.shape[1], inputs.shape[2]))\n",
    "lstm_out = keras.layers.LSTM(32)(inputs)\n",
    "outputs = keras.layers.Dense(1)(lstm_out)\n",
    "\n",
    "model = keras.Model(inputs=inputs, outputs=outputs)\n",
    "model.compile(optimizer=keras.optimizers.Adam(learning_rate=learning_rate), loss=\"mse\")\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0176abfb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/3\n",
      "1172/1172 [==============================] - ETA: 0s - loss: 0.2162\n",
      "Epoch 00001: val_loss improved from inf to 0.15989, saving model to model_checkpoint.h5\n",
      "1172/1172 [==============================] - 104s 89ms/step - loss: 0.2162 - val_loss: 0.1599\n",
      "Epoch 2/3\n",
      "1172/1172 [==============================] - ETA: 0s - loss: 0.1250\n",
      "Epoch 00002: val_loss improved from 0.15989 to 0.14223, saving model to model_checkpoint.h5\n",
      "1172/1172 [==============================] - 103s 88ms/step - loss: 0.1250 - val_loss: 0.1422\n",
      "Epoch 3/3\n",
      "1172/1172 [==============================] - ETA: 0s - loss: 0.1147\n",
      "Epoch 00003: val_loss did not improve from 0.14223\n",
      "1172/1172 [==============================] - 103s 88ms/step - loss: 0.1147 - val_loss: 0.1488\n"
     ]
    }
   ],
   "source": [
    "# Use ModelCheckpoint to save checkpoints\n",
    "# And the EarlyStopping callback to interrupt training when the validation loss in not longer improving\n",
    "path_checkpoint = \"model_checkpoint.h5\"\n",
    "es_callback = keras.callbacks.EarlyStopping(monitor=\"val_loss\", min_delta=0, patience=5)\n",
    "\n",
    "modelckpt_callback = keras.callbacks.ModelCheckpoint(\n",
    "    monitor=\"val_loss\",\n",
    "    filepath=path_checkpoint,\n",
    "    verbose=1,\n",
    "    save_weights_only=True,\n",
    "    save_best_only=True,\n",
    ")\n",
    "\n",
    "history = model.fit(\n",
    "    dataset_train,\n",
    "    epochs=epochs,\n",
    "    validation_data=dataset_val,\n",
    "    callbacks=[es_callback, modelckpt_callback],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3d2dfa6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def visualize_loss(history, title):\n",
    "    loss = history.history[\"loss\"]\n",
    "    val_loss = history.history[\"val_loss\"]\n",
    "    epochs = range(len(loss))\n",
    "    plt.figure()\n",
    "    plt.plot(epochs, loss, \"b\", label=\"Training loss\")\n",
    "    plt.plot(epochs, val_loss, \"r\", label=\"Validation loss\")\n",
    "    plt.title(title)\n",
    "    plt.xlabel(\"Epochs\")\n",
    "    plt.ylabel(\"Loss\")\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "visualize_loss(history, \"Training and Validation Loss\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0834ec9",
   "metadata": {},
   "source": [
    "## Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ba56406b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEWCAYAAABliCz2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABNDElEQVR4nO2dd3gc5dW377OqVrOq5S5ZbmBj2SAXYUpiWgKhhBCqCRBCCGm8pFx5SXlJQhoJSQgJJHxACBAccEICoQYw2KFZ2JZxxbhLuMsqVpdWu/t8f8zsemWrrbZL574uXdqdmZ05M7v72zPnOc85YoxBURRFGfo4om2AoiiKEhlU8BVFUYYJKviKoijDBBV8RVGUYYIKvqIoyjBBBV9RFGWYoIKvhBQRWSwir4ZoXytE5KZQ7Guo4H9NgrnWIvKyiFwfWuuUWEcFXwkYETldRN4VkUYRqReRd0RkHoAxZokx5rwYsPELIvKhiDSLyCEReUlEMu11j4rIT8N4bCMirSLSIiL7ROS3IpIQ6uMM9FqLyI9E5IljXnu+MeaxUNukxDaJ0TZAiS9EJAt4Afgy8HcgGTgD6IymXf6IyMeAnwOfNMa8LyK5wEURNmO2MWaHiJwArAC2AQ8cY2eiMcYVYbuUYYx6+EqgTAMwxjxpjHEbY9qNMa8aYzYAiMgNIvK2d2Pb271FRLaLyBERuV9ExF6XICK/EZFaEdktIl+zt+/RERGRG0Vki4g0iMgrIlLUi43zgJXGmPdtW+uNMY8ZY5pF5GZgMfAd2wN/3t73WBH5p4gctm251e+4PxKRp0VkqX3HsFZEZg/kYhljPgTeAk4SkWL7/L4gIh8Bb/R3XiJyrn2n0igi9wHit+7Yaz1TRF6z77oOicj3ROSTwPeAK+3zXW9v6x8acojID0SkWkRqRORxERlpr/PafL2IfGS/V98fyLkrsYcKvhIo2wC3iDwmIueLSM4AXnMhlgiXAlcAn7CXfxE4H5gDnAJ8urcdiMglWML1GaAAS0Sf7GXz94BPiMiPReQ0EUnxrjDGPAgsAX5ljMkwxlwkIg7geWA9MA44G7hNRD7ht89LgH8AucDfgGdFJKm/ExeRGVh3QO/7Lf4YcKJtY6/nJSL5wL+AHwD5wE7gtF6OkwksA/4DjAWmAK8bY/6Ddbez1D7fnn6obrD/FgElQAZw3zHbnA5Mx7o2d4jIif2duxJ7qOArAWGMacL68hvgIeCwiDwnIoV9vOwuY8wRY8xHwHIsgQdL/O81xuw1xjQAd/Wxj1uAXxhjtthhkJ8Dc3ry8o0xb2EJ6CnAi0BdP3H0eUCBMeZOY4zTGLPLPrer/LapNMY8bYzpAn4LpALlfdi7VkQasH5IHgb+4rfuR8aYVmNMez/ndQGw2e+4vwMO9nK8C4GDxpjfGGM6jDHNxpj3+rDPn8XAb40xu4wxLcB3gauOudP6sX03tx7rh3FAdzhKbKGCrwSMLU43GGPGAydheZS/6+Ml/iLVhuVBYr9uj986/8fHUgTca4eFjgD1WOGNcb3Y+LIx5iIsj/wSLA+2t4yfImCsd9/2/r8H+P+I+WwzxniAvbb9vXGKMSbHGDPZGPMD+zXH7auf8+p2fYxV6bC3azQB6w5gMIwFqv2eV2ON7/mff2/voRJHqOArQWHHqB/FEv5AOQCM93s+oY9t9wBfMsZk+/2NMMa82499HmPM61jxcq+Nx5aI3QPsPmbfmcaYC3qyzQ4BjQf29316vZs1wPM6cMxxhd6v0R6scEx/x+uJ/Vg/PF4mAi7gUD+vU+IMFXwlIETkBBH5loiMt59PAK4GKgaxu78D/yMi40QkG/jfPrZ9APiuiMy0jztSRC7vxcZLROQqEckRi/lYcXOvjYfoLo6rgGYR+V8RGWEPJp8kdqqpTZmIfMYOc9yGlZU0mHMO5LxeBGb6HfdWYHQv+3kBGCMit4lIiohkisgCv/Mttn+oeuJJ4BsiMklEMjga89cMoiGGCr4SKM3AAuA9EWnFEr1NwLcGsa+HgFeBDViDmi9heZbuYzc0xjwD/BJ4SkSa7GOe38t+G7AGhLcDTcATwN3GmCX2+j8DM+wwyrPGGDdWDHwOsBuoxYq7j/Tb57+BK+19fw74jB1XD4q+zssYUwtcjjW2UQdMBd7pZT/NwLlY6acH7XNfZK/+h/2/TkTW9vDyR4C/Am9inX8H8PVgz02JPUQboCixgoicDzxgjOkt3TIqiMiPgCnGmGujbYuiBIN6+ErUsMMnF4hIooiMA34IPBNtuxRlqKKCr0QTAX6MFSZ5H9gC3BFVixRlCKMhHUVRlGGCeviKoijDhJgtnpafn2+Ki4ujbYaiKEpcUVlZWWuMKehpXcwKfnFxMWvWrIm2GYqiKHGFiFT3tk5DOoqiKMMEFXxFUZRhggq+oijKMCEkMXwReQRranqNMea4Iloi8nGsqem77UX/MsbcGehxurq62Lt3Lx0dHUFYq8QaqampjB8/nqSkfsvLK4oSBKEatH0Uq2HC431s85Yx5sJgDrJ3714yMzMpLi7GKhyoxDvGGOrq6ti7dy+TJk2KtjmKMqQJSUjHGPMmVh3vsNLR0UFeXp6K/RBCRMjLy9O7NkWJAJFMyzzV7qe5H/i2MWbzsRuI1W/0ZoCJEyf2uBMV+6GHvqfDg8rqBip21ZGTlkxDm5PykjzKigbSIVMJFZES/LVAkTGmRUQuAJ7FKvXaDbvf6IMAc+fO1ZoPijJEqKxu4JqHKuh0WY2/BEhJcrDkpnIV/QgSkSwdY0yT3SsTY8xLQJLdoDnuyMjo3tnt0Ucf5Wtf+xoADzzwAI8/3vswxooVK3j33T4bNCnKkKRiV51P7MFqweV0eajYVRc9o4YhEfHwRWQ0cMgYY+zuQw6shg5DiltuuaXP9StWrCAjI4OFCxcOeJ8ul4vExJidEK0oA6K8JA+he69FhwjlJXnRMmlYEhIPX0SeBFYC00Vkr4h8QURuERGvAn4W2GTH8H8PXGUiVKazsrqB+5fvoLK6IezH+tGPfsSvf/1rAH7/+98zY8YMSktLueqqq6iqquKBBx7gnnvuYc6cObz11ltUVVVx1llnUVpaytlnn81HH30EwA033MAtt9zCggUL+M53vsPUqVM5fPgwAB6PhylTpvieK0o8MGvcSBwCCybl8vNLZzE2O5VxOSM0nBNhQuI6GmOu7mf9fVhpmyHjx89v5oP9TX1u09zRxYcHm/EYcAicMDqTzNTec71njM3ihxfN7HOf7e3tzJkzx/e8vr6eiy+++Ljt7rrrLnbv3k1KSgpHjhwhOzubW265hYyMDL797W8DcNFFF3H99ddz/fXX88gjj3Drrbfy7LPPAlYK6rvvvktCQgIjR45kyZIl3HbbbSxbtozZs2dTUNBjbSRFiUl217biNnDNgolcMmccbU4XP31xC1W1rRTnp0fbvGHDkJ5p29ThwmPfR3iM9TxYRowYwbp163x/d97Z8/yx0tJSFi9ezBNPPNFrSGblypVcc801AHzuc5/j7bff9q27/PLLSUhIAODGG2/0jQ088sgjfP7znw/6PBQlkmw71AzAtMJMAD55ktWL/eVNB6Nm03AkboPD/XniYIVzFj9cQZfLQ1Kig3uvOjlit5Avvvgib775Js8//zw/+9nP2LhxY0CvT08/6vVMmDCBwsJC3njjDVatWsWSJUv6eKWixB7bDjWT4BBKCqzP9ficNKYUpPPYu7uZPylXQzsRYkh7+GVFOSy5qZxvnjc9oulfHo+HPXv2sGjRIn75y1/S2NhIS0sLmZmZNDc3+7ZbuHAhTz31FABLlizhjDPO6HWfN910E9dee203z19R4oWtB5uZlJ9OSqL12a2sbqCqro2DTZ1c81BFRMbYlCEu+GCJ/lcXTYmoB+F2u7n22muZNWsWJ598MrfeeivZ2dlcdNFFPPPMM75B2z/84Q/85S9/obS0lL/+9a/ce++9ve7z4osvpqWlRcM5Slyy7VAz0wqPpjRX7KrDY+dtdLk1PTNSxG1IJ1q0tLR0e37DDTdwww03AFaWjhf/eLyXadOmsWHDhm7L3njjjeO2e/TRR49btn79embPns0JJ5wQuNGKEkXanW6q69v49MnjfMvKS/JISnDQ6fKQ4ND0zEgx5D38ocBdd93FZZddxi9+8Ytom6IoAbOjpgVjYLo9YAvWnfcjN8wD4Mq5EzWGHyFU8OOA22+/nerqak4//fRom6IoAbPVm6EzOrPb8tOm5JOenEByospQpNArrShKWHlr+2ESHEJdS+dx6woyU6hp1kqpkUIFX1GUsFFZ3cDz6/fj9hiue2TVcdk4BZkpHG4+/odACQ8q+IqihA0rG8d63NVDsbRRmakq+BFk6An+r34Fy5f3vc3y5dZ2iqKElbKibMAqh5yU6DguG0c9/Mgy9AR/3jy44oreRX/5cmv9vHkB77quro45c+YwZ84cRo8ezbhx43zPnU5nkIZbfPzjH2f69Om+/T799NO9bltVVcXf/va3kBxXUcJBfkYqAOfPGt3j5MeCzBSaO120O93RMG/YMfTy8Bctgr//3RL1v//deu7FK/bHLh8geXl5rFu3DrBy7v0LoUHoShkvWbKEuXPn9rudV/C99XgGitvt1tm6SkSormsF4Aunl/SYelmQmQLA4eZOJualRdS24cjQ8/Chu+h7Pf0gxb43ji1l7F8iGeCkk06iqqoKgCeeeIL58+czZ84cvvSlL+F2D8yrueGGG7p5+t4mLLfffjtvvfUWc+bM4Z577unWjAXgwgsvZMWKFb7XfOtb32L27NmsXLly0LYoSiBU1bUBMKmXipijvILfopk6kWBoCj50F/077giL2HvxljL+7W9/2+s2W7ZsYenSpbzzzjusW7eOhISEXougLV682BfSqavrfcr5XXfdxRlnnMG6dev4xje+0aeNra2tLFiwgPXr15OXlzdgWxQlGKrrWslMTSQnreey5F4Pv6ZJ4/iRYOiFdPxZtAi+/GX4yU/g//4vLGIPDKig2euvv05lZSXz7LGD9vZ2Ro0a1eO2Aw3pBEJCQgKXXXZZwLYoSjBU1bVRnJfea6P6UZlWjP9wDzn6SugZ2oK/fDn86U+W2P/pT5bgh0H0/UsZJyYm4vEc7d3Z0WHdqhpjuP766wdVHsF/nx6Pp9cB4t6ODZCamur7UQrGFkUJhOq6VmaNG9nr+tz0ZByiHn6kGLohHf+Y/Z13Hh/TDxPFxcWsXbsWgLVr17J7924Azj77bJ5++mlqamoAq1NWdXX1gPdZWVkJwHPPPUdXVxfAceWWi4uLWbduna8886pVq3rcXzC2KMpA6XJ72NvQTnFe7x2tEhxCfoamZkaKoSn4PQ3Q9jSQGwYuu+wy6uvrmTlzJvfddx/Tpk0DYMaMGfz0pz/lvPPOo7S0lHPPPZcDBw4MaJ9f/OIX+e9//+sbcPXeUZSWlpKQkMDs2bO55557OO2005g0aRIzZszg1ltv5ZRTTulxf8HYoigDZV9DO26Poaif7BstrxA5JEK9xANm7ty5Zs2aNd2WbdmyhRNPPLHvF/aXjROmbB0lOAb03ipxxYqtNdzwl9X845ZTmVec2+t2n//LKg63dPLC13tvAKQMHBGpNMb0OAg49Dz81av7FnOvp796dWTtUpRhRrWdkjkgD19j+BFh6A3afuc7/W8TpsFbRVGOUlXXSnpyAgUZKX1uNyozlbpWJ26PIcHRczaPEhqGnoevKEpMUF3XRlEfKZleCjJTcHsMDW2hKU+i9I4KvqIoYeHDA024PJ5+G5SP0slXEUMFX1GUkLNqdx37GzvYfqiFxQ9X9Cn63tm2j7yzu98fByU4hqzg76zfyVde/ApZv8jC8WMHWb/I4isvfoWd9TujbZqiDHmWbbHmeBh6roPvj9ez/2fl3n5/HJTgGJKC//L2lyl9oJSH1z5Ms7MZg6HZ2czDax+m9IFSXt7+8qD3LSJce+21vucul4uCggIuvPDCgPZTXFxMbW3toLYpLi5m1qxZlJaWct5553Hw4MGAju2Pf7G3O+64g2XLlvW67bp163jppZd8z5977jnuuuuuQR9bGbqMzrK8dof0XAffn+011uTBgfw4KMEx5AR/Z/1OPvuPz9LW1UaXp6vbui5PF21dbXz2H58dtKefnp7Opk2baG9vB+C1115j3LhxQdsdKMuXL2fDhg3MnTuXn//8593WGWO6lVgYKHfeeSfnnHNOr+uPFfyLL76Y22+/PeDjKEOfpARLWr70sck91sH35/SpBUDvTVKU0DHkBP83K39Dl7urz2263F3cU3HPoI9xwQUX8OKLLwLw5JNPcvXVV/vW1dfX8+lPf5rS0lLKy8vZsGEDYDVPOe+885g5cyY33XQT/hPegilVfOaZZ7Jjxw6qqqqYPn061113HSeddBJ79uzh7rvvZt68eZSWlvLDH/7Q95qf/exnTJs2jdNPP52tW7f6lvuXYV69ejULFy5k9uzZzJ8/n8bGRu644w6WLl3KnDlzWLp0abdyzFVVVZx11lmUlpZy9tln89FHH/n2eeutt7Jw4UJKSkr6bOiiDB2q6tpITXLwnU9M71PsAcqKcijKTaOkIKPfHwclOIac4D+x4YnjPPtj6fJ08dcNfx30Ma666iqeeuopOjo62LBhAwsWLPCt++EPf8jJJ5/Mhg0b+PnPf851110HwI9//GNOP/10Nm/ezKWXXuoTxEDKJvfECy+8wKxZswDYvn07X/nKV9i8eTNbt25l+/btrFq1inXr1lFZWcmbb75JZWUlTz31lM9bX93DBDSn08mVV17Jvffey/r161m2bBnp6enceeedXHnllaxbt44rr7yy22u+/vWvc/3117NhwwYWL17Mrbfe6lt34MAB3n77bV544QW9IxgmVNe19lkl81iK89NJS05QsQ8zQ27iVYuzJaTb9URpaSlVVVU8+eSTXHDBBd3Wvf322/zzn/8E4KyzzqKuro6mpibefPNN/vWvfwHwqU99ipwc64M92FLFixYtIiEhgdLSUn76059y5MgRioqKKC8vB+DVV1/l1Vdf5eSTT7bOt6WF7du309zczKWXXkpamjX78eKLLz5u31u3bmXMmDE+m7Kysvq1Z+XKlb7z+9znPsd3/CbAffrTn8bhcDBjxgwOHTrU776U7lRWN1Cxq47ykry4EcTdta1MHZU54O1HZ6XywYGmMFqkwBAU/IzkDJqdzQPaLhguvvhivv3tb7NixYo+m5T0x2BLFS9fvpz8/Hzf8yNHjnQr02yM4bvf/S5f+tKXur3ud7/73aBtHSwpKUdnWsZq7aZYpbKqnisfrMDtMaQkOeIi5OH2GPbUt3POjMIBv6ZwZCq1LZ10uT2++L8Seobclb229FqSHD131/GS5Ejic6WfC+o4N954Iz/84Q994RQvZ5xxhi8ks2LFCvLz88nKyuLMM8/0NRx/+eWXaWiwUs/CVar4E5/4BI888ggtLdadzL59+6ipqeHMM8/k2Wefpb29nebmZp5//vnjXjt9+nQOHDjgC/c0NzfjcrmOK8fsz8KFC3nqqacAq4HLGWdoIaxgWbW7jq/8bS0uj4mrDJYDje043Z4+yyIfy+isVIyBGi2THFaGnIf/rVO/xWPrH+szjp+UkMQ3yvtuCdgf48eP7xan9vKjH/2IG2+8kdLSUtLS0njssccAK7Z/9dVXM3PmTBYuXMjEiROB7qWKPR4PSUlJ3H///RQVFQVl33nnnceWLVs49dRTAaun7RNPPMEpp5zClVdeyezZsxk1apQvbONPcnIyS5cu5etf/zrt7e2MGDGCZcuWsWjRIu666y7mzJnDd7/73W6v+cMf/sDnP/957r77bgoKCvjLX/4SlP3DncrqBq5+8D3cfndEDofERQaLt2haIII/ZqTV+epgYwfjskeExS5lKJZHxsrD/+w/PkuXu6ub8Cc5kkhKSOLpy5/m/Knnh9xmZfBoeeTu3PfGdn796jbAug1PTHBw8sSRLP3SwugaNgCeqKjmB89uYuV3z2LMyIGJ9wf7m7jg92/xx8WncMGsMWG2cGgzvMojA+dPPZ8Nt2zg5rKbyUrJwiEOslKyuLnsZjbcskHFXol5JuVb3rEAyUkOzjphFBv2NtHRNfCU3WhRXddKSqKDQrtf7UAY7efhK+FjyIV0vEzOncx9F9zHfRfcF21TFCVgvOmMnysv4pKTx9HmdPGfzQd5e3ttQIOh0cDbuNwRQKnjnLQkkhMdHGpSwQ8ncSf4xpgB5/Yq8UGshhWjyeb9jSQ6hO996kRSkxJwujykJSVw7+vbyElPjulMnaraVt8dykAREQqzUjiogh9W4iqkk5qaSl1dnQrEEMIYQ11dHampA7/9Hw58sL+JKaMySE1KAGDjvkY6XG427muK6QJjHo9hd10rDW3OgG0cnZWqIZ0wExIPX0QeAS4EaowxJ/WwXoB7gQuANuAGY8zaQI8zfvx49u7dy+HDh4M1WYkhUlNTGT9+fLTNiCk272/i9KlH51lU7KrD6+c47fTMWPTyX9tyCJfbsKaqgcUPVwQ0b6AwK5VN+xrDbOHwJlQhnUeB+4DHe1l/PjDV/lsA/Mn+HxBJSUlMmjRpkCYqSnxwuLmTmuZOZo4d6VtWXpJHcqKDTpeHhBhOz3xnh1Xd1X/ewEAFf3RWKsu2HNKwbRgJSUjHGPMmUN/HJpcAjxuLCiBbRDT3SlF6YPN+y8udMeZoSYuyohz++oX5JDiET84cHZPePcC0QqucwkDKIh/L6JGpdHR5aGzvuxaWMngiNWg7Dtjj93yvveyA/0YicjNwM+CbmKQow43N+62aMjPGdq9hNH9SHieNGxnTs1HH51h591fPn8hnThkf0A9TYZadmtnUQXZacljsG+7E1KCtMeZBY8xcY8zcgoKCaJujKBGlsrqB+5fv4D+bDjByRCI7ao4v8DdrXBYf7G/C44nNxIU2pzVP4LpTiwO+C4lmLv5w6ZAXKcHfB0zwez7eXqYoCvDm1sN89oF3ufuVrWzc10Rju6vHbJxZ40bS3Omiur4tSpb2TWunC4C05ISAXzva9vCfWvVRRLOQwtkhL9aIlOA/B1wnFuVAozHmQH8vUpThwr/X7+PYbOOeiqV5B3JjNZvF6+EPRvD3H7G6yL2y+VDEUk/D3SEv1giJ4IvIk8BKYLqI7BWRL4jILSJyi73JS8AuYAfwEPCVUBxXUYYKKXa+vfcL2dug57TCTJITHDEr+K1Oy8NPTwl8eHCNLfCRrAwaiQ55sURIBm2NMVf3s94AXw3FsRRlKHBsU5PG9i4KMpO5YeEkctKSaWhz9tjwJDnRwQljMtkYo4Lf1unGIZCSGLgvWV6Sh0PAYyLX2zaQDnlDoUxL3JVWUJR4p7K6gWseqsDp8viammw50MScCTl8ddGUfl9fmJnKm9sPU1lVT1lxbgQsHjhtTjfpyYmDyqMvK8rhEzNH8/qWGpZ8YUFEUk8j0SEvloipLB1FGQ5U7Kqj0+XBYM2afXv7YapqWzlxTP+tJCurG1ixrYZOl4drHn4v5kostDldpKUEHr/3snBKPk63h7E5kamJP9DOd8F2yIsVVPAVJcJ4QxcACQ5h9MhUPAZmjOm/B2zFrjrcdkpmlzv2OmC12h7+YJlSYAnr9kOR8agj1SEvVlDBV5QIc8rEbNLtLJbZ47N92TkD8fDLS/J8PV9jscRCW2dwHv7UQlvwe5iDEA6+deq3SEroR/BD0CEvVlDBV5QIU9vipLnTTVpyAh8caGL93iOkJycwISet39eWFeXw6OettpSXlwU2kzUStDpdpCUN3sPPS08mJy2px0ln4WBy7mSevvxp0pLSjvP0kxxJpCWl8fTlTzM5d3JE7Ak3KviKEmG2HbIawV81byJtTjf/XrefE8ZkDbhhyKmT88lOSwqowUikaHO6g/LwRYSpozLZUdMcQqv6Zjh1yNMsHUWJMFsPWmL2+dOKeaKimjanmxMHEL/3x6odH3s1dVo7XQO6U+mLKYUZvLjhQESrZg6XDnnq4StKhNl2qJm89GQm5Kb5hD7Qgc5RWanUNMdes5A2p3tQs2z9mVKQQWN7F7UtzhBZpXhRwVeUCLP1UDPTCjOprG7wVcb8y7tVAaVYjs5KicnuUG1O96Bm2fpzdOA2cmGd4YIKvqJEEGMM2w42M310JhW76vDYKTruAFMsR2elUtvSicvtCZepg6LN6Qraw586yrrr2RmhgdvhhAq+okSQfUfaaXW6mVaY6etilTCIZiGFdu7+4ZbYieM7XR663CZowS/MSiEtKYF/vb8v5iaWxTsq+IoSQbwZOtMKMygrymHJTeV887zpAfV+haOlhA81xY7gtzm9pZGDC+ms/egI7S437390JKYbtscjmqWjKBHkjS2HgaNlhMuKcgaVS+/rDtXY0b3TRBRptc8pPYi0TOjesD3QvrhK36iHrygRorK6gSdXfQTAzX9dE5TnWujz8GNn4LatMzQefnlJHon2HINIVc0cLqjgK0MOb6vAWAsFVOyqw227rsHWe89LTyYpQTgYQ4IfKg+/rCiHL51ZAsBvL58TXu/+V7+C5cv73mb5cmu7IYCGdJQhQ2V1A4+8vYuXNx3EGEhMEK6YOyHgZtrhwuupCsF7rg6HMCozlUMxlJoZqhg+wOlTC7h/xU6yRvRd5yZo5s2DK66Av/8dFi06fv3y5UfXDwHUw1eGBJXVDVzx/1by4saDeIzdNcltWPLeRzEz8FeSnw7Ax6cXBDxI2xOFWSkciqHJV22dtocfAsGfmGfN1t3TEObevYsWWWJ+xRXHe/r+Yt/Tj0EcooKvxGwIJBBe33LIVzb4WJwRapfXH7vrWgG4trwoJHcchVmpMTX5ytvecESQaZlgZSElJQgfRaJZe0+iPwTFHlTwhz1rquq54oGV/PqVrTHjCQ+G7DTr1t8hkJwgnDejkGS7jLDHwOZ9jVE/t6paS/CLbU8/WAqzUmMsLTM0MXywSj+Pyx4RGcGH7qJ/xx1DUuxBBX/Y88z7+3AbE9HG0eGg3WnNOL31rKk8efOpPHjdXJ68uZxLTx4HwEubDnLNQ9H9QauqbcUhBF1czMvokam0dLposbNjok1riLJ0vEzITWNvpAQfLHH/8pfhJz+x/g8xsQcV/GHPkbajBapEYq+hxkDZuO8IkwvSue3cab5wSVlRDlNGZfi6S3W6PKzcWRs1G3fXtTEuZwTJg2jw3ROj/XPxYwCvhx/sTFsvE3LTIufhgxXG+dOf4P/+z/rfX/ZOHKKCP4zxeAxrqhuYV5xDSX46CQ5hxdaaqIc+BsPGfY2Ujs8+brm3fIG3yO5rHxyK2vlV1bZSnBeacA7AqKwUAB56c2dMvGetThfJiQ5fR65gmZibRkNbF80dXSHZX5/4x+zvvLP3gdw4RwV/GLOmuoFDTZ1cW17E186aQqfLw31v7Ii7WH5NcweHmjo5adzI49Z5yxdcvWACDoH1exujEtoxxlBV18qkEMXvAersOjp/X7M3Jt6zdqfb17oxFHhDX3vq20O2zx7paYC2r+ydOEYFfxjzl3d2k+AQ8jJSOGCHBeIxlr9pXyMAs3oQfLBEf1z20bh5NLJ26ludNHe4Qurh76yxBoFj5T1r7XSHLH4PlocPhDes01c2zhAUfRX8OKJiVy33LtsWEk9udVU9L286iNtjuOmx1eSkJfumsycmxNd09o17mxCBmWN7bwLuDe34nk/KjYRpPqrslMxQevhnTCsAQjORKxSEojSyP17B3xNOwV+9uu9sHK/or14dPhsiiM60jRMqqxu45qH38Bj444qd/O2LgU3cqaxuoGJXHTlpydS3dvLM+/t867pcHhranPzo4pn84NlN3HbO1JiYmTpQNu47Qkl+ep+NN7yhnT/9dyfLPjhERmqYZ3Aew+5aS7RClZIJ1jmNzU4lIyWRX3ymNOrvWavTTVqQzU/8GZmWRGZqYngnX33nO/1vs2jRkMnYUQ8/TqjYVYt3XlGny8NvXt06YE+/srqBqx5cyd2vbOV7z2zk169uY+fhVhJEutVi/2zZeJITHDS0RWCQLIRUVjeQkujo93qUFeXwi0tn4RB4ceOBCFlnUVXbSoJDGJ8zIqT7LcpNJys1KepiD1bxtFDG8AHyM5J5a3tt1Mcnhgoq+HFCSX5Gt+fv7qwb0EBdZVU931y6ji5391moAlw5f0K3WuypSQmUjh/Jqt31oTY/bLy4YT8NbV1sOdA8oOtRkJnC/Em5/HPt3ojOLl77UQOZqYls2NsY0v3GUnmFVmdoY/iV1Q1U17Wxu7Y1JgalhwIq+HHGnAnZvhTDzq6+B+oqqxu48sEKqu0YqPd1DoGUJAeXnTKery6a0s07nDcpl037Gmm3c6pjmU6Xm5+8uAUIbOBy1riR7Gto5zevRmZ2cWV1Ayt31nGkrSvkx/POtjXG9L9xmGlzukIyy9ZLT3XxleBQwY8TNu1vJNEh/O8np5OSZL1tBti0t/eSARW76nDZcSAHcPrUfH5+6Sy+1UeHpXnFObg8hvf3xLY3VVndwBUPrORgYwdJCRJQm8Akv5ILkRCS59fvxyvHoT7eqKxUnC4Pje3RD8OFOkunvCSPlKTBtYBUemZYDNqu3FnLqt31nD61ICZinYNh474mphZmcurkfJbcVM6Tq6p5unIfL28+yPKtNSzpYRC3rCgbsDz75CQHt50zrd/zL5toZa/8cflOUhITYvJ6VVY3cPWDFTjdHhIcwo8vPomGNiflJXkDsvfsEwv5f//dhduYiGQkebNMwiFchfbkq0NNnWSnJYdsv4OhPcRZOt6B9opddQN+b5W+GfKCX1ndwOKHreyWP/13Z0jK0kYaYwyb9zVy1gmjAOuLULGrDsHy8p3untvAZaRYmSgXzR7L9QuLB3TeOw63IMDbO2pZU10fk9erYlcdXW6rdg7G0NDm5KuLpgz49WVFOdxz5WxufWodl8wZG/D5eTOeBiJCdS2dvLWjlnNnFDJnQnbIhcu/89X00Zkh22+geDyGtq7QTryCwbeAVHpmyAv+29sP+7Jb4rU/5oHGDupancwaf3Rikfd2t6PL43t+LJv3WwOE3zx32oDTASt21R0Xfoi161VekofDIbg9ZtAe88VzxvHc+gO8tPEAY7NHcMYxd3+WqNdSXpIP4EtpXb27nn+v34cx1jhIfz+Iv3l1K06XhwtnjeESu5BbKCnMjI1Whx0uN8YQ0rRMJfQM+XfH/zY33iYUedlozySdOfao4Htvd3/1nw9ZXVXPhNzj0/02728iIyXRN4FlIJSX5JGUIHS5IxPuGAxlRTnMGJNJbYuT+645ZdA/SGedUMCyLYe4d9l2HvC7+6usqufKByvs8Y9tJIj4WhP609Hl4XfLtvUaKlu1u46/rdoDwP/+awPjc9NC/uPpradT0xzdMsmtvuYnofXwldAy5AdtvfVGAL79iekx560OhM37GnEIzBjTfSZpWVEOP7v0JDwGnlu3/7jXbdrXyIwxWTi85SIHQFlRDr+5YjYAXzh9YGGgaFDf2sWCSblB2eedb2A4Kt5/q6jm60++7xvsBnoUey9vba/lygdX8v1/bTxu8Hzp6j2+x+EaHE5NSiArNZGaKHv4oWxvqISPIS/47+6so6TACmd4eumIFOu8vaOW3PRkPjjQdNy6KaMymT1+JH9dWd0tr9ztMWw50MyMPsoN9MaFs8YyckRSzE7A6nS52d/YTlGQdWnKS/JITTr6FXhrey3fe3YT++26Qt5mKskJjm4prckJQqlfeM3lNixZ9dFxRdkOHLH2E+4sk1hohOLz8EOYlqmEniH9c9za6WLdniN88cwSnlm7j60Hm6NtUsCs2l3H2o+OALD44YoeY8bzJuXy8Fu7+c2rW0lOtOLKI0ck0d7l7rGCZH84HMLsCdm8bx831thT344xUJwfXCMRb1jsd8u28fb2WvzdAQdw2pR8bjtnGnA0hu/NBgLr/ejs8vhe1+ny8MuXt/C/55/IlIIM1lQ3cMGs0cwcOzKsWSaFWalRn3ylHn58MKTfndVV9bg8hoWT8/hgfxMfxqHgL11zfFjgWOHwFj3zzyv3TuHvq6BYX5w8IZvfv7Gdlk4XGTE2EFdtFyIL1sMHS/RvO2caq6vqcXZ58GB78Ynd01h7EuslN5Xzz7V7ebpyL10uS/hXVTVwzUMV3LCwGKfbw5c/NqXbYHs4GJWVwnu7WsN6jP5Yv/cIEOZCZ0rQxNY3OcQ88/4+HAIJIkwfncnKXXW43B4SQ9SgIRIcarRu1fsKC5x7YiEP/HcXcHSbx1dWkeCQQTePOHliNsbAhj1HWDglf/AnEAaq6+xCZCEqNeyf7+3vxfc7Z8FOGbzslPHd7hI6XR6WvFdNfkYyTlf4ZywXZqVS09yBx2MCGq8JFZXVDdz18ocA/PiFDzhhTFbMjv0Md0KifCLySRHZKiI7ROT2HtbfICKHRWSd/XdTKI7bF6ur6nlu3X48Bm58bDUpiQ6cLg9VdfHjgbR0ulhTXc8nZhZ2q3lzLGXFuZw8MZuCjGSW3FQOWLM73R7DdY+sGtRU/jkTsgF4f8+RYE4hLFTXtZKZmkhOWugqXpYV5fDVRVO4ZsHE48pNDOS1t50zjZQkh6+dYkunm7oWJ4v//F7YSzcUZqbQ5bbmI0SDil11uOxaTS63lkCIZYIWfBFJAO4HzgdmAFeLyIweNl1qjJlj/z0c7HH741f/+bBbPrl36nk8xfFf3niAji4PN59Z0q8InT4ln/q2LmaMyeKdHbXHzT0IlOy0ZMaOTOVfa/fFXNGqqro2ivPSEYm8N9sb3ruEb503ncvLxvsmxUWidMPRyVfRGbgtL8kjwf6lS4rRVF7FIhQe/nxghzFmlzHGCTwFXBKC/Q6au17awuqqBjucY4U5zj9pNAkOYevB4zNdYpXHV1aRnZYEA0guOmncSNwewwcHmsgaYUXqHEFkh1Ta7Q93Hm6JuUqF1XWtTMwLbsA2HHjvEq6aPzGiNWC8ufjRGrgtK8rhinkTAHj08/M0nBPDhCKGPw7Y4/d8L7Cgh+0uE5EzgW3AN4wxe47dQERuBm4GmDhx4qCMebpyDw+8acWzEx3C5XMn8JlTxlNWlMPorBRe2nSQ0SNHBFR7JRq8ufUwG/c1IcDiP7/X74xOb3u/TfsaOXCkgwQHfH3RVM6YNrj6QRW76vDY+efOGJpx63J72NvQzqdKx0TblF6JdA2YUfZs26Wr9kStNn5OWhIJDlHvPsaJ1KDt88CTxphOEfkS8Bhw1rEbGWMeBB4EmDt3bsBJ826P4devbO32fGz2CGv2ZHUDBxo78Bj43jMbAUgdwNT4aPHqBweB7mGBvuwcMzKVvPRkNu5rZMPeI5SX5HHbudMGfXz/0g3GWFU0Y4H9RzpweUxIMnTCSSRrwOw7Yo1LvbL5ICu21UTlM21VykyIqTCbcjyhCOnsAyb4PR9vL/NhjKkzxngDjA8DZSE4bjcqqxv44uNrONjU2WO5XP/a2l6i0cx6oORlWCUhBhqWERFmjR/Jiq2H2XaohUXTRwV1fK+Xetkp4zDAg2/uiomwzmtbrB9Cp11DSIHK6iNAdJuZx2L6rnI8oXiHVgNTRWQSltBfBVzjv4GIjDHGeHvKXQxsCcFxfVj9XivodHlwCPz4opk0tHd1u532eqzeXGsAh8TyLajlKd12zlROmzKwsMyscZbgA3w8SMEHO/fcGJ55fx/LttTw1vZaXy9d/x65kQqPVVY38IuXrPS/n7z4ASeO1fQ/sIvJiTUPI1p1463mJyr4sU7Q75AxxiUiXwNeARKAR4wxm0XkTmCNMeY54FYRuRhwAfXADcEe15+KXXU4XUc9vob2ruPK5R6ba/3HFTtITpCYFYzqulbGZY/g1rMHHpbxzqrNSk2kMUQpehV+7Q47XR7+9l41/1y7h3+s2etrmygMrHJk0Lb4NXRx9VISejhSVpTD4gVF/LWimj8tHnwxuWBo6XSr4McBIXmHjDEvAS8ds+wOv8ffBb4bimP1RHlJHiJgjDVDsjcPxz+u2tDm5O5XtnK4uZOCzJRwmTZoquraBl06oKnDNaCB3oFQXpJHsj2HwWPgn2v3HbeNwWq32FflyFBQXpLnS3fUDkjduWj2WP5aUY07SpGu1jA0MFdCT/xMOe2D6aMzEYH5xTkDFrmPTSsA4O0dh8Nt3qCormsNeGByR02Lr8hXqGK5/vnl55zYe5jIAG9vrw1rCueozBQMcPYJo2J2sD1alI4fSaJDWPtRdMZZWjs1pBMPDAnBf3v7Ydwe+NZ5Ay9/PGNMFnnpyfx3a+wJfmNbFw1tXRQHmGserh6g3vzyL398Cqn2/pMThMULJvLzS2dx2mTrOAMdNKysqu9W2XOgvLuzFoDbzz9Bxf4YUpMSmDE2K3qC79RB23hgSLxDr2+pISs1MSARcDiEM6dZDTDue2M7p07OjxkRqa4fXHGwcOd/97b/6aMzWfXgyl6bpngHeEXgpY0H2LTPmvwWaFrsOzvqKMhMYcqojJCe11DhlIk5LF29Jyr1olo73VoaOQ6Ie8FfU1XPixsPcMrEnIA/5BNz02jucPHb17aRvHxHzIQJvPV+Jg2wLaE/4c7/7mn/ZUU5/PCimfzg2U3HNZmprKrnqocqfAO8/gTSQtEYw7s76zhtSp7mevfCyROzefTdKj482DyostjB0NLpIl1LI8c8cR3Sqaxu4JqH36PN6ea93XUBhwi8M0n9ywrHAtW1locfSGvCaHOhd+arreuV1Q3cv3w7339mU49iD4G1nNx2qIXalk5OmxxblTtjiVMmWj+cv1u2LaJzJrrcHpwuj8bw44C4FvyKXXV02emYHo8JWLA/Pn2Ur7phLGV97K5rZczIVFKT4ucWOTstmYLMFLYdaqayuoHFD1dw9yvb+PBQMw45+kFzyNH6/f/7yYGPuTy1+iMAX50g5Xi8bQ6XbamJaP2jNl+3K31vYp24foesCSdWg+nBCHZZUQ4/+NSJ3PnCFr7y8cBK4oaT6ro2imKwOFh/TB2VwfaaFip21dFp/xALcNX8CYzLTvNN0poxJpPPP7qGgXacrNhVy6PvVAFw29J1LMlMjZn3KpbwnzMRSLgsWFrsblealhn7xLXglxXlMH10Bkfau/jD1YObcHL9wkn8+e0q1sRA2QAv1XWtnHNiYbTNCJipozL459p9/N+nTvT9EKckOrjslAnHvTf5GSkDKlVdWd3AN5eu71bqWidc9Ux5SR6JDsHl6XnwPFy0dtqCrx5+zBPXIR2AulYnp5YMPsMmwSFcVjaeN7cd5hcvb4l6vZi3th+mtsVJoiP+3pqphZm0dLoYkz2CwqwUJuWns+SLPQ+ETx+dwbZDfQt+ZXUDVz24sltT8VgKvcUaZUU5/ODCEwGOGzwPJ17B17TM2Cf+VMWPNqeLQ02dTAqymfUJhZkAPPjfXVGt/V5Z3cAXHlsDwNI1H0X9xydQptrpksu31rD/SAfXlhf1KjrTCjPZdqgFTx9xnXd21PoGfL1NxWMlkypW+WzZBESgpcMVsWO2agw/bohrwa+qtXubDiJ90Z/ddS1AdKsNQvdBaPcgBqGjzTT7h/ORt3cD8LFpvWfUnDA6k/YuN3saem85mWAPqDsEkpMcYS3bMFTISElk2qhM1kWwNWWL7eGnaQw/5onrn+SqOit9Mdhm1uUl+Qjbol6jpbwkj8QEoctt4rJVXE56MvkZyew8bGUZTS7ofYKU98dh68HmXieYvVfVQF56Mp8/rTimJsbFOnMmZPPKBwcxxkRkzkKbU0M68UJce/i77Xz1YD38sqIcJhekU5yXFtWQQVlRDlfPtzp9/fmG+GwVN9rurzpjTFafYuMv+D2xt6GNt7YfZnF5EV87a2pcXotoMWdiNkfaunwT+MKNDtrGD3H3Dnmn6ZeX5FFV20pBZkpIPIuivHT2N3ZEXVjSkhNJTnD46tPEE5XVDWyxBfzN7YeprG7o9XqmpyQyKjOZFzceIC8jhYY2Jwsm5XKoqYMdNS2s33sEY2DGmMxInsKQYM6EbADW7WkY1GztQGmxY/jq4cc+cfUOeRuddLk9JCc6mJSXzqQQtbrLy7DaA0abhlYnOelJcVk+oGJXnW8Q1jsRrjfBr6xuoLbFSU2z09dysic07z5wphVmkpLo4K8rq5mYmx72a9fa6cIhVm0kJbaJq3fIO6HHWwrho/rB14w/lvyMFOpbnX1mjUSC+jYnOWnJUbVhsARSrbOnlpM9EUslL+KFdXuO0OX2sPajIxHJOmt1WnV04tFJGW7ElYfvLyAOh9DqdAcdv/eSl5GCy2NobO8iJz16gtvQ6iQ3iscPhkCqdR7bctJXckEEl+voMs27Dxz/H9NITFTTWvjxQ1y9S7P8KgDmpCVR0+wMOkPHS77dNLyutTOqgl/f5uTEMVlRO36wDLRa57EtJ719cYGI98odani7lHW6PEgE+jZraeT4Ia4Ev6bZmnE5MTeNj+qtDIR2pzsk+y7IsNocHm52MiX4/t+DpqHVSW6chnQCpbcfBxX44CgryuFvXyzna39bS3KCI/wxfG1gHjfEVQz/oD3F/qLZY3zLvv/MxpDEKPNswa9r7Qx6X4PF7TEciXJISRkalBXl8JWPT6a6vo0tB5rCeqxWrYUfN8SX4NvlX73lWMGqxR2KQT1vSKe2OXqC39jehTGQm5YUNRuUocOnSseSIHDHvzeFdeC2pdOtHn6cEF+Cb3v4i6aP8vVWDdWgXnZaMg6xirFFi3r77kI9fCUU7K5txQCrqxrCmq1jDdpqDD8eiKuf5YONHYxISuCMafkh792a4BBy01OobYmeh1/f2gUQt1k6Smzhn63jDGO2TpvG8OOGuHqXDjZ1MHpkKiISlt6t+RnJ1LZE08O3jh2vefhKbOGfreMIY7ZOS6dLZ9nGCXEX0inMSgnb/vMzouvhN7RZgq8evhIKvNk62WlJnDwxOyzevcvtoaPLo4O2cUJ8CX5TB2NGjgjb/vMykqmLAQ9fBV8JFWVFOZw3o5DtNX33HhgsbV3eWvgaw48H4kbwPR7DoaYOCu1qjOEg6h5+q5O05IS4al6uxD4LJuVxpK2LbTX9t5QMFK2UGV/EjeDXtznpchvGjAyf4OdlJNPmdPvqe0eaeK6jo8Qu8yflAvDervp+tgwcFfz4Im4E35uSGW4PH4haWCee6+goscuE3DTGZY/gvd2hL0J3tDSy3pXGA3En+KPD6OH7Jl9FKaxT36azbJXwsGBSLu/sqOX+5dtDmo/f5mtvqB5+PBA/gm/Psg1nSCcmPHydZauEgcKsFBrbXfzm1W0hnYTl7WeraZnxQfwIfmMHCQ7xiXI48NbTiZaHbzU/UQ9fCT1d3sY0JrQ9BlqdGsOPJ+JH8Js6GJWZQoIjfE0W8myxfXHjgbA3jTgWp8tDc6dr2FTKVCLL+TNH+x6HsseAN4avaZnxQdwIfrhTMgE277eqCr61vTYinYL8OWJPulIPXwkHZcW5LJycR2ZKIku+sCBkk7C22T2Mtx9qCcn+lPASN4K/q7aV1k5XWEXY/za3s8vD75Zti5jo1+ssWyXMfGLmaJo7XYwKkeNUWd3Ak6s+AuALj62O+F2xEjhxIfjv7qhlX0M7O2pawup5l5fkkZJoXRJDZD19raOjhBtvPv6q3aHJx6/YVYfLHhvQ3sPxQVwI/qPvVgGWCIfzg+WtPXL6lKPxzUh9kCurrB8Vb/qpooSa6YWZZKUmhkzwy0vy8A6pae/h+CDmBd/jMWza34gIIa1/3xtlRTl849zpJCdYl8bhCH9P0MrqBu59fTsAt/9rg94aK2HB4RDmT8pldVVoBL+sKIcZY7IYl53KkpvKtTVlHBDzgr9iWw37j3TwP2dP5ZvnTY/IB6usKIcnbppPWnIC84pyw368il11uO1bY1eIOngpSk/Mn5TLrtpWfvWfD0PiWLg8hpljR6rYxwkhEXwR+aSIbBWRHSJyew/rU0Rkqb3+PREp7m+fNc2dVFbV89tXt5GZksjCyXl8ddGUiH2w5k/K4zOnjGPtnoaw19YpL8nDYd8b662xEk6yRlgT+/60YmdIxqfqtRxIXBG04ItIAnA/cD4wA7haRGYcs9kXgAZjzBTgHuCX/e33UFMHlz2wkk37m2jpdHHdI6siHuq4sHQsHV0eXt9SE9bjlBXl8LFp+WSkJOitsRJWDts9m0MxHmaMoaFNJwvGE6Hw8OcDO4wxu4wxTuAp4JJjtrkEeMx+/DRwtogMeAZVuAdre2NecS7ZaUn8/vXQ1h/piaQEB2OzR6jYK2Fl4eR8JEQDrc2dLrrcRicLxhGhEPxxwB6/53vtZT1uY4xxAY3AcZ80EblZRNaIyBqA5AQhOTG0zcoDYd2eIzR3uNhe08Lih8KbntnY3sXIEVpHRwkvZUU5XHDSaBIdwuM3zg/KwWjQhj1xR0wVwDDGPAg8CDBx+izz5M2nAoS0WXkgVOyq83UJcrrD1wQaoLHdxbjs8M4kVhSA82aO5sWNB8lICc7B0A5t8UcoBH8fMMHv+Xh7WU/b7BWRRGAk0Gd8ZlRmik9coxXmiFQTaICm9i5OHJMZtv0ripfZ47MBWL/3CDPGZg16Pw1aDiTuCEVIZzUwVUQmiUgycBXw3DHbPAdcbz/+LPCGMSb0DTZDjHciVl56MieNC2/qWZOGdJQIUZSXxsgRSazfcySo/dS3dgFoDD+OCFrw7Zj814BXgC3A340xm0XkThG52N7sz0CeiOwAvgkcl7oZq5QV5fCJk0azs6bFlysfatweQ3OnSwVfiQgiwuwJ2awLUvC9MfycdP3cxgshycM3xrxkjJlmjJlsjPmZvewOY8xz9uMOY8zlxpgpxpj5xphdoThupFgwKZfmThdbDjSFZf9N7ZanpIKvRIo540ey7VBzUHNM6tucJCWINj+JI2J+pm0sMK/YKjoVqinpx9Kogq9EmNkTsvEY+MkLWwadfVbf4iQnLZkAMqyVKKOCPwDGZo9gXPYIFXxlyPHUqo8GPeO2vk1n2cYbKvgDZPKodFZsPUxlGETfK/hZKvhKhPjQblwSzKTGhlanlvOOM1TwB0BldQMrd9bR5nRzzcPvhXwClnr4SqQpL8kj0a7flJgwuEmN9W1OcjNU8OMJFfwB4F/NsisM1SybOlTwlchSVpTDA9eWIQKfPGn0oFKOG1qdmpIZZ6jgDwDvBCwgLBOw1MNXosE5Mwo5b0Yhb22vpdPlDui1bo/hSHuXTrqKM1TwB0BZUQ5LbiqnIDMlLBOwGtu7SE50kJqUENL9Kkp/XD1/IvWtTr799/UBhSob27swBnLT1EmJJ1TwB4hVwriAvQ3tId+3zrJVokVGSiICPL/hQEDZOvWtVpll9fDjCxX8AJgxJovalk5qmkLbd1YrZSrR4j2//rbOALJ1fGUVVPDjChX8AJhpF5raHOIZtyr4SrTwH5+SAManvJUyNS0zvlDBD4ATbcH/YL8KvjI08BYInDEmk+QEByeMHljFVm+lTPXw4wsV/ADISk1iYm4am/c3hnS/je1dZKVqPRIlOpQV5fCTT8+ivcvNbUvXDSiOrx5+fKKCHyAzx2axOcQeflO7VspUoowxCPDaB4cGNHj74YEmEh3CB2EqKKiEBxX8AJkxJovqujbueW1rSGbcejyGpg4N6SjRpcJv8Lazq+/B28rqBl7aeBCXxwy6Do8SHVTwAyQlybpkf3hjR0g+7M2dLozROjpKdCkvySMlyYFg1ddZW93Q62e7Ylcdbrt/0WDr8CjRQQU/QI60WeloHhOaD7vWwldiAe/kwsvnjgfg9Q9ruPqhnh2aWeNGAiBAUuLg6vAo0UEFP0DOPrEQb/XvUHzYtayCEiuUFeVQlJeOXVMNp8vDT1/4gPuXb+8m/J0uDwBXzpvAkpvKo9ZzWgkcTQ0JkLKiHM6dUciKrYd5/Mb5QX/YVfCVWMKbl9/l8uAx8P6eI6zbc4SUpB0+cX93Zy2pSQ5+fMlMUhK1HEg8oR7+ILhw9licbk9IPuw+wdeaJEoM4A3tfPO86Vw9fyJwfM38lTvrmFecq2Ifh6jgD4LySVbLw/d2Bz9YpR6+EmuUFeXw1UVTuKxs/HE182tbOvnwYDOnTta4fTyigj8IRmWlUpKfTsWu4Ltf6aCtEquUFeVw71VzALisbDxlRTk+L3/h5PwoWqYMFhX8QbKgJI/Vu+t9jVEGy9aDzTgEtoR4MpeihIJPlY5l/qRcln9Yw/3Lt/PYu1UkJzhwBlg/X4kNVPAHSXlJLs2dLn78/OZB5+JXVjfw7/X78RhY/OfQt05UlFAwrziHA40d3P3KNlZXNeB0e7jukVX6eY1DVPAHSVqSleD015XVg56A1a11ok5gUWKUJMfxMqGf1/hEBX+QbKtpBo7PYAiE8pI8xM551gksSqxyxrQCUpMcPrFwiH5e4xXNwx8k5SV5JIjgNmbQH/6yohwKM1PISUvmp5fO0gksSkziTdWs2FVHTloyDW1Oykvy9PMah6jgD5Kyohy+smgyf3hjBz8PQqybO1x8qnSsfnmUmKasKEc/o0MADekEwZXzJgBHUysDpc3potXpJj8jJZRmKYqi9IgKfhCMz0ljXPaIbn1BA6G22WoikZ+hTSQURQk/KvhBsmBSLqt212NM4Pn4h1s6ASjIVA9fUZTwo4IfJAtKcqlrdbLzcEvArz3cbAm+hnQURYkEKvhBsmCSlZ3zy/8E3gGrVj18RVEiiAp+kNTZoj3QXqD+eD383HSN4SuKEn5U8IOkYne9ryGKM8AJWLUtneSmJ5OUoG+DoijhR5UmSLy9QMFqe7jrcMuAvfzalk7N0FEUJWKo4AeJdxbip2aNBuCfa/cNOLRzuLlTB2wVRYkYKvghoKwohxljRwYc2qltceqAraIoEUMFP0R4e4ECCDKg2jpWSEcFX1GUyKCCHyLKinL42xfLmVuUg8Ewqh/PvbXTRZuWVVAUJYIEJfgikisir4nIdvt/j9WVRMQtIuvsv+eCOWYsU1aUw33XnIJDhK8/ubbPOL43B18HbRVFiRTBevi3A68bY6YCr9vPe6LdGDPH/rs4yGPGNPuOtGOAdXsaueah3gdvddKVoiiRJljBvwR4zH78GPDpIPcX91TsqvPV1elr8FbLKiiKEmmCFfxCY8wB+/FBoLCX7VJFZI2IVIjIp3vbmYjcbG+35vDhw0GaFh38B28Reh28PdxiVcpUD19RlEjRr+CLyDIR2dTD3yX+2xnLre2tZGSRMWYucA3wOxGZ3NNGxpgHjTFzjTFzCwoKAj2XmMCbl3/WCaMwBtJTEnrcrra5ExEtq6AoSuToV/CNMecYY07q4e/fwCERGQNg/6/pZR/77P+7gBXAySE7gxikrCiHX18+mwQH/OCZTT3G8Q+3dJKTpmUVFEWJHMGqzXPA9fbj64F/H7uBiOSISIr9OB84DfggyOPGPLtrWzEG1lQ39DjzdsehZhxCwBU2FUVRBkuwgn8XcK6IbAfOsZ8jInNF5GF7mxOBNSKyHlgO3GWMGfKCbw3eWo87u7oP3r657TCrqhqobXEGXGFTURRlsATVxNwYUwec3cPyNcBN9uN3gVnBHCce8RZV6+jyYIATRmcCsKaqntuWvu/brsvO5NEG0YqihJugBF/pHe/g7UsbD/DYu1U8trKKlzYe4Jn39+GxPX+HQFKiY0BlGBRFUYJFBT+MlBXlUFaUQ2O7k6cr93Vb5wBOm5LPbedMU+9eUZSIoCkiEWBCTlq35wIkJzlU7BVFiSgq+BHg9KkFpCY5SBBIThCuWTCRJTeVq9grihJRNKQTAbzx/IpddZSX5KnQK4oSFVTwI4Q3nq8oihItNKSjKIoyTFDBVxRFGSao4CuKogwTVPAVRVGGCSr4iqIowwQVfEVRlGGCeNvxxRoi0gxsjbYdAZAP1EbbiAEST7ZCfNkbT7ZCfNkbT7ZC9OwtMsb02EEqlvPwt9pdsuICEVkTL/bGk60QX/bGk60QX/bGk60Qm/ZqSEdRFGWYoIKvKIoyTIhlwX8w2gYESDzZG0+2QnzZG0+2QnzZG0+2QgzaG7ODtoqiKEpoiWUPX1EURQkhKviKoijDhJgQfBG5XEQ2i4hHROb6LT9XRCpFZKP9/yy/dWX28h0i8nsRkWjaaq/7rm3PVhH5hN/yT9rLdojI7ZGwsydEZI6IVIjIOhFZIyLz7eViX8MdIrJBRE6Jlo3HIiJfF5EP7Wv+K7/lPV7raCMi3xIRIyL59vOYu7Yicrd9TTeIyDMiku23Llava0x8h3pCRCaIyHIR+cD+nP6PvTxXRF4Tke32/+jXRzfGRP0POBGYDqwA5votPxkYaz8+Cdjnt24VUI7VMfBl4Pwo2zoDWA+kAJOAnUCC/bcTKAGS7W1mROk6v+q9TsAFwAq/xy/b17IceC/anwnbrkXAMiDFfj6qr2sdA/ZOAF4BqoH8WL22wHlAov34l8AvY/y6xsx3qBf7xgCn2I8zgW32tfwVcLu9/HbvdY7mX0x4+MaYLcaY42bVGmPeN8bst59uBkaISIqIjAGyjDEVxrqajwOfjqatwCXAU8aYTmPMbmAHMN/+22GM2WWMcQJP2dtGAwNk2Y9HAt5rewnwuLGoALLtaxxtvgzcZYzpBDDG1NjLe7vW0eYe4DtY19lLzF1bY8yrxhiX/bQCGG8/jtXrGkvfoeMwxhwwxqy1HzcDW4BxWDY+Zm/2GBHSqL6ICcEfIJcBa+0v/zhgr9+6vfayaDIO2OP33GtTb8ujwW3A3SKyB/g18F17eSzZ6M804AwReU9E/isi8+zlMWeviFyCdQe6/phVMWfrMdyIdQcCsWtrrNp1HCJSjBWZeA8oNMYcsFcdBAqjZZeXiJVWEJFlwOgeVn3fGPPvfl47E+vW87xw2NbD8QZta7Tpy3bgbOAbxph/isgVwJ+BcyJp37H0Y28ikIsVCpkH/F1ESiJoXjf6sfV7ROjzORAG8hkWke8DLmBJJG0bqohIBvBP4DZjTJP/sKIxxohI1HPgIyb4xphBCYuIjAeeAa4zxuy0F+/j6G0o9uN9wVl4lEHaug8rhuvF36beloecvmwXkceB/7Gf/gN42H7cl+1hpR97vwz8yw7brRIRD1ZBqqjY25utIjILK+a93v6SjwfW2oPiMWWrFxG5AbgQONu+vhDFz0E/xKpdPkQkCUvslxhj/mUvPiQiY4wxB+wwXk3ve4gMMR3SsbMHXsQa+HjHu9y+TWoSkXI7O+c6INqe93PAVfYYwyRgKtbA8mpgqohMEpFk4Cp722iwH/iY/fgsYLv9+DngOjujpBxo9LsVjSbPYg3cIiLTsAbsaun9WkcFY8xGY8woY0yxMaYYK+RwijHmIDF4bUXkk1hjDRcbY9r8VsXUdfUjlr5Dx2Fr0J+BLcaY3/qteg643n58PdHXqJjJ0rkU60vSCRwCXrGX/wBoBdb5/XkzNeYCm7BG7+/DnjUcLVvtdd+37dmKX9YQVqbGNnvd96N4nU8HKrGyHN4DyuzlAtxv27cRv+yjKH8ukoEn7Pd5LXBWf9c6Fv6AKo5m6cTctcUajN3j9516INava6x8h3qx7XSsgfoNftf0AiAPeB3LsVoG5EbbVi2toCiKMkyI6ZCOoiiKEjpU8BVFUYYJKviKoijDBBV8RVGUYYIKvqIoyjBBBV8ZcohInl0RdJ2IHBSRffbjFhH5Y5iO+X27UuIG+1gL7OW3iUhaOI6pKIGiaZnKkEZEfgS0GGN+HcZjnAr8Fvi4MabTLo2cbIzZLyJVWLn3teE6vqIMFPXwlWGDiHxcRF6wH/9IRB4TkbdEpFpEPiMivxKrx8J/7Kny3r4L/xWrH8MrvVS6HAPUmqNVPWttsb8VGAssF5Hl9v7OE5GVIrJWRP5h119BRKr8jr9KRKZE4poowwsVfGU4MxmrxMTFWDN6lxtjZgHtwKds0f8D8FljTBnwCPCzHvbzKjBBRLaJyB9F5GMAxpjfY5WzWGSMWWR7/j8AzjHGnAKsAb7pt59G+/j3Ab8L/ekqw52IFU9TlBjkZWNMl4hsxGqy8R97+UagGKvRzUnAa3ZRtATguDo4xpgWESkDzsCq/bNURG43xjx6zKblWI0x3rH3lwys9Fv/pN//e4I9OUU5FhV8ZTjjDcF4RKTLHB3Q8mB9NwTYbIw51f9FIjIBeN5++oAx5gFjjBurC9oK+wfkeuDRY44nwGvGmKt7scf08lhRQoKGdBSld7YCBfagLCKSJCIzjTF7jDFz7L8HRGS6iEz1e90crDaHAM1Ybe/A6i51mjc+LyLpdhVQL1f6/ff3/BUlJKiHryi9YIxxishngd+LyEis78vvsNpt+pMB/MEu5+3CqkZ5s73uQeA/IrLfjuPfADwpIin2+h9gVYEEyBGRDVh3Hr3dBSjKoNG0TEWJATR9U4kEGtJRFEUZJqiHryiKMkxQD19RFGWYoIKvKIoyTFDBVxRFGSao4CuKogwTVPAVRVGGCf8fOq4NX/pv4UMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def show_plot(plot_data, delta, title):\n",
    "    labels = [\"History\", \"True Future\", \"Model Prediction\"]\n",
    "    marker = [\".-\", \"rx\", \"go\"]\n",
    "    time_steps = list(range(-(plot_data[0].shape[0]), 0))\n",
    "    if delta:\n",
    "        future = delta\n",
    "    else:\n",
    "        future = 0\n",
    "\n",
    "    plt.title(title)\n",
    "    for i, val in enumerate(plot_data):\n",
    "        if i:\n",
    "            plt.plot(future, plot_data[i], marker[i], markersize=10, label=labels[i])\n",
    "        else:\n",
    "            plt.plot(time_steps, plot_data[i].flatten(), marker[i], label=labels[i])\n",
    "    plt.legend()\n",
    "    plt.xlim([time_steps[0], (future + 5) * 2])\n",
    "    plt.xlabel(\"Time-Step\")\n",
    "    plt.show()\n",
    "    return\n",
    "\n",
    "\n",
    "for x, y in dataset_val.take(5):\n",
    "    show_plot(\n",
    "        [x[0][:, 1].numpy(), y[0].numpy(), model.predict(x)[0]],\n",
    "        12,\n",
    "        \"Single Step Prediction\",\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "22a859ff",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
